WO2016101711A1 - Automatic evaluation method and system for quality of experience of business network service - Google Patents

Automatic evaluation method and system for quality of experience of business network service Download PDF

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Publication number
WO2016101711A1
WO2016101711A1 PCT/CN2015/093781 CN2015093781W WO2016101711A1 WO 2016101711 A1 WO2016101711 A1 WO 2016101711A1 CN 2015093781 W CN2015093781 W CN 2015093781W WO 2016101711 A1 WO2016101711 A1 WO 2016101711A1
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response
quality
experience
delay
phase
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PCT/CN2015/093781
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French (fr)
Chinese (zh)
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贺文胜
杨付正
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华为技术有限公司
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00Arrangements for monitoring or testing data switching networks

Definitions

  • the present invention relates to the field of Internet technologies, and in particular, to a method and system for automatically evaluating a service network service experience quality.
  • the network operator In the traditional mode, the network operator usually evaluates the service performance running on it by measuring the quality of service (English: Quality of Service, QoS for short) parameters such as throughput, packet loss rate or delay.
  • quality of service English: Quality of Service, QoS for short
  • QoS Quality of Service
  • users and network operators have different differences in the performance evaluation methods and focuses of web browsing services because of different starting points for service evaluation, that is, different standards are used between users and operators. Determine the performance of the service.
  • users Relative to the reference of network media parameters by network operators, users tend to evaluate the performance of services through their own feelings and experiences in a relatively subjective and non-technical context. Often, what users need is an ideal service response time and a good service experience, and they don't care about the technical parameters in the network.
  • the embodiment of the invention provides an automatic evaluation method and system for service network service experience quality, so as to automatically evaluate the service network service experience quality.
  • the first aspect provides an automatic evaluation method for service network service experience quality, including:
  • the initial quality of experience value of the first response phase is an initial value that is pre-configured by the system.
  • the at least one quality of experience evaluation function of each of the response stages includes:
  • f i (t) is the quality of experience value of the i-th response phase
  • T 1 i , T 2 i , T 3 i are three time threshold parameters in the i-th response phase for evaluating functions and parameters Select
  • currentScore is the quality of experience value f i-1 (t) of the previous response phase.
  • the f i (t) is specifically:
  • a 1 , b 1 , c 1 , a 2 , b 2 , c 2 , and d are related parameters of the experience quality evaluation in the same response phase, and the experience quality evaluation parameters in different response phases are different or the same.
  • obtaining the response delay of the at least one response phase of the network service including:
  • obtaining the response delay of the at least one response phase of the network service including:
  • the system When the network node detects that the entire page transfer is completed, the system records the time t 5;
  • obtaining the response delay of the at least one response phase of the network service including:
  • the second aspect provides an automatic evaluation method for service network service experience quality, including:
  • a weighted sum of the quality of experience values for each response phase is obtained as the quality of experience value of the service network service according to the weighting value of each response phase.
  • an automatic network service service quality evaluation system including:
  • a delay extraction unit configured to acquire a response delay of at least one response phase of the service network service
  • a selecting unit configured to select, according to a response delay of each response stage, an experience quality evaluation function or a correlation parameter of the evaluation function of each response stage from at least one experience quality evaluation function of each response stage;
  • a quality evaluation unit configured to obtain an experience quality value of each response stage by using the selected experience quality evaluation function according to each response delay and the quality of experience value of the previous response stage;
  • the quality evaluation unit is further configured to: use the quality of experience value of the previous response stage as the current response
  • the initial experience quality value of the phase repeats the acquisition of the quality of experience value for each of the response phases described above until the quality of experience value of the last response phase is obtained as the quality of experience value of the service network service.
  • the initial quality of experience value of the first response phase is an initial value that is pre-configured by the system.
  • the at least one quality of experience evaluation function of each of the response stages includes:
  • f i (t) is the quality of experience value of the i-th response phase
  • T 1 i , T 2 i , T 3 i are three time threshold parameters in the i-th response phase for evaluating functions and parameters Select
  • currentScore is the quality of experience value f i-1 (t) of the previous response phase.
  • the f i (t) is specifically:
  • a 1 , b 1 , c 1 , a 2 , b 2 , c 2 , and d are related parameters of the experience quality evaluation in the same response phase, and the experience quality evaluation parameters in different response phases are different or the same.
  • the delay extraction unit includes:
  • a first recording unit configured to record a system time t 1 when the client detects the submit request of the URL
  • the first recording unit is further configured to record the system time t 2 when the client detects that the loading title ends;
  • the first recording unit is further configured to record the system time t 3 when the client detects that the loading of the text ends;
  • the first recording unit is further configured to record the system time t 4 when the client detects that the first displayable content in the loading page ends;
  • the first recording unit is further configured to record the system time t 5 when the client detects that the remaining displayable content is loaded.
  • the delay extraction unit includes:
  • a second recording unit configured to record a system time t 1 when an HTTP GET request for a URL is detected by any network node of the access network or the core network;
  • the second recording unit is further configured to record the system time t 2 after the network node detects the first response message of the HTTP GET of the URL;
  • the second recording unit is further configured to record the system time t 3 after the network node detects the second HTTP GET request;
  • the second recording unit is further configured to record the system time t 4 after the network node detects the last response message of the first picture HTTP GET request;
  • the second recording unit is further configured to record the system time t 5 after the network node detects that the entire webpage is completely transmitted;
  • the delay extraction unit includes:
  • a third recording unit configured to record a system time t 1 after the service server receives the first HTTP GET request
  • the third recording unit is further configured to record the system time t 2 after the service server sends the response including the header portion in the main file;
  • the third recording unit is further configured to record the system time t 3 after the service server receives the next HTTP GET request;
  • the third recording unit is further configured to record the system time t 4 after the service server ends the sending of the first displayable object;
  • the third recording unit is further configured to record the system time t 5 when the service server ends all responses;
  • an automatic network service service quality evaluation system including:
  • a delay extraction unit configured to acquire a response delay of at least one response phase of the service network service
  • An obtaining unit configured to obtain an experience quality value and a weighting value of each response phase according to a response delay of each response phase, where the weighting value is according to a response delay of each response phase to each response phase The weight assigned to the degree of impact of the quality value;
  • the quality evaluation unit is configured to obtain, according to the weighting value of each response phase, a weighted sum of the quality of experience values of each response phase as the quality of experience value of the service network service.
  • a method and system for automatically evaluating a service network service quality of experience by dividing a service network service into multiple response phases, obtaining a response delay of each response phase, and then according to the response phase and the The appropriate response quality evaluation function is selected according to the response delay of the stage.
  • the selected experience quality evaluation function evaluates the quality of experience at the end of the stage according to the quality of the previous stage and the response delay of the response stage, and sequentially obtains each response stage.
  • the quality of experience value, and the quality of experience value at the end of the last response phase is used as the quality of experience value of the service network service, and the user's browsing experience is dynamically evaluated from the perspective of the user's perception.
  • the method and system for evaluating the quality of experience of the present invention are not only Considering the impact of the different response phases of the business on the experience, and considering the impact of the previous phase of the experience transfer to the next stage, the quality of the service experience of the service network can be more accurately evaluated.
  • FIG. 1 is a schematic diagram of a network structure of service network service quality evaluation according to an embodiment of the present invention
  • FIG. 2 is a flowchart of a method for automatically evaluating a service network service experience quality according to an embodiment of the present invention
  • FIG. 3 is a schematic diagram of an overall service network service experience quality automatic evaluation process according to an embodiment of the present invention.
  • Figure 4 is a schematic diagram of the 5-point evaluation criteria
  • FIG. 5 is a schematic diagram of dividing a webpage loading phase
  • FIG. 6 is a flowchart of an experience quality evaluation function according to an embodiment of the present invention.
  • FIG. 7 is a schematic flowchart of monitoring and evaluating in a browser according to an example of an embodiment of the present invention.
  • Figure 8 is a schematic diagram showing changes in the quality of experience in the first phase
  • FIG. 9 is a schematic flowchart of monitoring and evaluating in an access network according to an example of an embodiment of the present invention.
  • FIG. 10 is a schematic flowchart of monitoring and evaluating on a web server according to an example of an embodiment of the present invention.
  • FIG. 11 is a flowchart of another method for automatically evaluating an experience quality of a service network service according to an embodiment of the present invention.
  • FIG. 12 is a schematic structural diagram of a service network service experience quality automatic evaluation system according to an embodiment of the present invention.
  • FIG. 13 is a schematic structural diagram of a time delay extracting unit 11 shown in FIG. 12;
  • FIG. 14 is a schematic structural diagram of another delay extraction unit 11 shown in FIG. 12;
  • FIG. 15 is a schematic structural diagram of still another delay extraction unit 11 shown in FIG. 12;
  • FIG. 16 is a schematic structural diagram of another service network service experience quality automatic evaluation system according to an embodiment of the present invention.
  • the services involved in the embodiments of the present invention include web browsing, but are not limited to web browsing, and may be Other network services that load content in stages.
  • web browsing is taken as an example.
  • the current research when evaluating the quality of webpage browsing service, only the overall waiting delay and loading delay are considered, and the whole browsing process is studied as an object of evaluating the quality of service.
  • the browsing experience of the user is often affected by some loading events in stages. For example, when the page title loading time is long, the user generally closes the webpage directly to terminate the browsing behavior; when the first version of the webpage is loaded, the user browses the first version of the content and is less affected by the subsequent content loading time.
  • the embodiment of the present invention divides the entire webpage loading process into multiple stages, and evaluates the browsing process in stages.
  • the embodiment of the present invention utilizes the continuity of multi-stage impact, and proposes an evaluation scheme for web-based web browsing service quality.
  • the program converts the entire browsing process into multiple consecutive processes for evaluation, and dynamically evaluates the user's browsing experience from the perspective of user perception.
  • the evaluation scheme proposed by the embodiment of the present invention can reflect the quality of the browsing experience of the user more accurately and in real time, and the loading delay of the webpage is in one-to-one correspondence with the user experience.
  • the invention can monitor and record the webpage loading delay in real time in the user equipment, the access network, the network node or the server, and evaluate the service quality of the webpage browsed by the user in real time or in batches, and provide an important reference for the network operator to improve the service, and the service network service
  • the network structure of quality evaluation is shown in Figure 1.
  • the user equipment may be a handheld terminal or other terminal device capable of providing a web browsing service.
  • the access network may be a network suitable for packet communication (English: Packet-type Communications) such as a broadcast network, a local area network, a wide area network, or a wireless network. These networks can be used including Digital Subscriber Line (DSL), Cable Broadband, 802.11 Wi-Fi, Global System for Mobile Communication (GSM).
  • DSL Digital Subscriber Line
  • Cable Broadband 802.11 Wi-Fi
  • GSM Global System for Mobile Communication
  • WCDMA Wideband Code Division Multiple Access
  • CDMA2000 Code Division Multiple Access 2000
  • WiMax Worldwide Interoperability for Microwave Access
  • LTE Long Term Evolution
  • the evaluation in the present invention can be used not only in a client (such as a browser) on a user equipment, an access network, an arbitrary network node or a server, but also can separately set up a module for quality evaluation after extracting evaluation parameters from any of the above locations.
  • the evaluation process can be performed in real time or after data is collected for later evaluation and analysis.
  • FIG. 2 is a flowchart of a method for automatically evaluating an experience quality of a service network service according to an embodiment of the present invention. The method includes the following steps:
  • Step S101 Acquire a response delay of at least one response phase of the service network service.
  • a network service can be divided into multiple response phases, and the response delay of each response phase reflects the quality of experience of users at this stage.
  • the manner of obtaining the response delay may be determined according to the location of the response monitoring. For example, the response delay is monitored on the client of the user equipment, and the response delay of each response phase may be obtained by the client; if in the access network or The response delay is monitored on any network node of the core network, and the response delay of each response phase can be obtained by the network node; if the response delay is monitored by the server, the response delay of each response phase can be obtained by the server. If the evaluation is performed on a client, a network node, or a server, the response delay of each response phase is directly obtained by the client, the network node, or the server; if the evaluation is performed in a separate system, the slave, the network The node or server gets the response delay for each response phase.
  • Step S102 Select an experience quality evaluation function or a correlation parameter of the evaluation function for each response stage from at least one experience quality evaluation function of each response stage according to a response delay of each response stage.
  • each response phase in the network service on the user experience is not the same. Different response delays in each response phase have different impacts on the user experience. Therefore, it is required to be based on each response phase in each response phase.
  • the quality of experience evaluation function of the response stage is selected from one or more quality of experience evaluation functions of each response stage, or related parameters of different evaluation functions are used to conform to the perceived characteristics of the user.
  • Step S103 Obtain an experience quality value for each response phase by using the selected experience quality evaluation function according to each response delay and the quality of experience value of the previous response phase.
  • the experience quality evaluation function is a function related to the quality of experience value and the response delay of each previous response stage.
  • Step S104 The experience quality value of the previous response phase is used as the initial experience quality value of the current response phase, and the obtaining step of the quality of experience value of each of the response phases is repeated until the last one is obtained.
  • the quality of experience value of the response phase as the quality of experience value of the service network service.
  • the initial value of the quality value of each response phase is the quality of experience value at the end of the previous phase.
  • the quality experience value output after the last response phase is the final quality of experience value as the quality of experience value for the entire service network service.
  • FIG. 3 is a schematic diagram of an overall service network service experience quality automatic evaluation process according to an embodiment of the present invention, which includes four response phases, and the quality experience value outputted by the fourth phase is the final experience quality value, and may also be as needed. , respectively output the quality of experience value at the end of each response phase.
  • MOS Mean Opinion Score
  • the internationally used 5-point evaluation criteria can be used in the evaluation, and divided into five levels according to the experience experience.
  • an automatic evaluation method for service network service experience quality is obtained by dividing a service network service into multiple response phases, obtaining a response delay of each response phase, and then responding according to the response phase and the response time of the phase
  • the appropriate quality of experience evaluation function is selected, and the selected quality of experience evaluation function evaluates the quality of experience at the end of the stage according to the quality of the previous stage and the response delay of the response stage, and sequentially obtains the quality of experience value of each response stage.
  • the quality of experience value at the end of the last response phase is taken as the quality of experience value of the service network service, and the user's browsing experience is dynamically evaluated from the perspective of the user's perception, not only considering the impact of the different response phases of the service on the experience, but also considering The impact of the previous phase of the experience is passed to the next stage, so that the quality of the service experience of the business network can be more accurately evaluated.
  • FIG. 5 is a schematic diagram of dividing a webpage loading phase.
  • the client that performs webpage loading can be a browser.
  • the browser such as Internet Explorer, Firefox, Chrome, Safari, UC, etc.
  • the order in which the loading events occur is divided into four stages: the process of clicking the hyperlink to the page when the user browses the webpage is divided into four stages: 1.
  • the browser parses the received hypertext markup language (English: Hyper Text Markup language, abbreviation: HTML)
  • the title of the document is the loading of the title of the webpage; 2.
  • the browser loads the HTML document, that is, loads the text in the webpage; 3.
  • the browser requests the first HTML embedded resource to receive and load the first embedded resource. Finished, that is, the first object is loaded; 4, the browser for the rest of the embedded resources Request, receive, and load.
  • the time delay of loading in the different stages described above is used as the evaluation parameter of the evaluation method.
  • the internationally used 5-point evaluation standard can be used, and the experience is divided into five levels.
  • the initial value of the experience value of each phase is the experience value at the end of the previous phase, and the experience value output after the fourth phase is the final experience score.
  • the model can also output the experience scores at the end of each stage as needed to analyze the impact of each stage in the browsing process, as shown in Figure 3.
  • the embodiment of the present invention utilizes the idea of influencing the accumulation, and proposes a service quality evaluation method for dynamically evaluating the user's experience quality in the browsing process, and the general experience quality evaluation function in each stage is:
  • currentScore is the experience score at the beginning of the current time, and the initial value is 5 points.
  • T 1 i , T 2 i , T 3 i are the three time threshold parameters in the i-th stage, which are used to evaluate the selection of functions and parameters, and evaluate the effects of different response delays on the quality of experience evaluation in the same stage. The time points are divided in different ways.
  • f 1 i (t), f 2 i (t), and f 3 i (t) are the variation functions of the experience values in different partitions, respectively.
  • the value of T 1 1 in the first stage is generally small to indicate that the experience lasts for 5 points during the user's reaction time.
  • T 2 1 usually takes the same value as T 1 1 , that is, the two time points coincide, and at this time, it means that there is no interval in which the quality rises in the stage.
  • the experience value will directly enter the falling range between T 2 1 and T 3 1 .
  • T 1 4 and T 2 4 take different values. That is, when the delay is greater than T 1 4 , the experience value enters a section where the experience value between T 1 4 and T 2 4 rises.
  • the MOS value can be obtained by a progressive subjective scoring method for each stage. For example, for the same webpage, subjective scoring is performed after the end of the first phase and the second phase respectively, and it is considered that the change of the second phase experience value is based on the subjective experience of the first phase, thereby obtaining the experience in the second phase.
  • the range of variation, and then the specific model parameters are obtained by fitting or the like. The rest of the stages, and so on, can be used to calculate the model parameters in each stage.
  • the evaluation method is further described by taking the evaluation and monitoring on the client of the user equipment as an example.
  • the evaluation can be completed by integrating the method flow into a software function module of the browser or setting the software function module outside the browser.
  • the embodiment divides the evaluation process into two parts: delay extraction and browsing quality evaluation. First, four stages of delay data are extracted from the client (such as a browser), and the extracted delay data is sent to the evaluation models of each stage for quality evaluation. Specifically, in the evaluation process, the interaction process of each unit is as shown in FIG. 7.
  • the browser parsing unit When the browser performs the evaluation, after monitoring the user input URL and submitting, the browser parsing unit notifies the delay extraction unit to record the system time t 1 , where the browser parsing unit is an existing unit of the browser, and the delay
  • the extracting unit may be regarded as the software functional unit of step S101; notify the delay extracting unit to record the system time t 2 when it loads the title; and then notify the end of the text loading end, the end of the first displayable content loading, and the end of the entire webpage loading, respectively.
  • the delay extraction unit records system times t 3 , t 4 and t 5 . At this time, the time delay D i of each stage is calculated and D i is sent to the quality evaluation unit for quality evaluation.
  • the webpage loading process is divided into four stages, namely: 1. loading of the webpage title; 2. loading of the text in the webpage; 3. loading of the first displayable object in the webpage; 4. loading of the remaining objects.
  • the judgment is skipped in the flow, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0.
  • each time delay data is sequentially passed through the browsing quality evaluation unit in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages.
  • the evaluation model in each stage is as shown in formula (1).
  • T threshold 5 s
  • the user perceives that there is no impact in the short delay T 1 of the first phase, and the currentScore remains at 5 points.
  • T 2 1 T 1 1
  • currentScore will directly enter the descending process.
  • T threshold 5s
  • the user experience immediately drops to 0, that is, the user will leave the browsing operation.
  • Figure 8 shows the changes in the quality of experience during the first phase.
  • the evaluation method of the present invention is further described by the access network monitoring service network service.
  • the evaluation process is divided into time delay extraction and browsing quality evaluation. Firstly, four stages of delay data are extracted from the access network, and the extracted delay data is sent to the evaluation model function of each stage for quality evaluation.
  • the delay extraction unit can be regarded as a software function unit of S101; after detecting the first response message of the HTTP GET of the URL, notifying the delay extraction unit to record the system time t 2 ; Upon monitoring the second HTTP GET request, the last response message of the first picture HTTP GET request and the end of the entire web page transmission respectively notify the delay extraction unit to record the system times t 3 , t 4 and t 5 .
  • the time delay D i of each stage is calculated and D i is sent to the quality evaluation unit for quality evaluation.
  • the judgment is skipped in the flow, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0.
  • each time delay data is sequentially passed through the browsing quality evaluation in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages.
  • the evaluation model in each stage is as shown in formula (1).
  • the evaluation method of the present invention is further described by monitoring a business network service at a web server.
  • the evaluation process is divided into time delay extraction and browsing quality evaluation. Firstly, four stages of delay data are extracted from the web server, and the extracted delay data is sent to the evaluation models of each stage for quality evaluation.
  • the server When the web server performs the evaluation, when it receives the first HTTP GET request, the server notifies the delay extraction unit to record the system time t 1 ; when the server sends the response containing the header portion in the main file, the delay extraction unit records are notified. System time t 2 ; then the delay extraction unit is notified of the system time t 3 , t 4 and t 5 , respectively, upon monitoring the next HTTP GET request, the first displayable object and the end of the entire web page transmission. At this time, the time delay D i of each stage is calculated and D i is sent to the quality evaluation unit for quality evaluation. During the delay extraction process, a certain unit may not exist.
  • the judgment of the part is skipped in the process, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0.
  • each time delay data is sequentially passed through the browsing quality evaluation in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages.
  • the evaluation model in each stage is as shown in formula (1).
  • FIG. 11 is a flowchart of another method for automatically evaluating an experience quality of a service network service according to an embodiment of the present invention. The method includes the following steps:
  • Step S201 Acquire a response delay of at least one response phase of the service network service.
  • a network service can be divided into multiple response phases, and the response delay of each response phase reflects the quality of experience of users at this stage.
  • Step S202 Acquire an experience quality value and a weighting value for each response phase according to a response delay of each response phase, where the weighting value is an experience quality according to a response delay of each response phase for each response phase. The weight of the value affected by the assigned value.
  • each response phase of the network service on the user experience is not the same. Different response delays in each response phase have different impacts on the user experience. Therefore, according to the response delay of each response phase, Obtaining an experience quality value and a weighting value for each response phase, the weighting value being a weight assigned according to the degree of influence of the response delay of each response phase on the quality of experience value of each response phase.
  • Step S203 Acquire a weighted sum of the quality of experience values of each response phase according to the weighting value of each response phase, as the quality of experience value of the service network service.
  • the evaluation process can be simplified to the norm for each stage of quality evaluation at each stage:
  • MOS
  • the MOS value is the weighted sum of the experience values of the segments.
  • is a weighted value assigned according to the degree of influence of each response phase.
  • an automatic evaluation method for service network service experience quality is obtained by dividing a service network service into multiple response phases, obtaining a response delay of each response phase, and then responding according to the response phase and the response time of the phase
  • the appropriate weighting value is selected, and the weighted sum of the quality of experience values of each response phase is used as the quality of experience value of the service network service, and the user's browsing experience is dynamically evaluated from the perspective of the user's perception, and not only the different responses of the service are considered.
  • FIG. 12 is a schematic structural diagram of a service network service quality automatic evaluation system according to an embodiment of the present invention.
  • the system 1000 includes:
  • the delay extraction unit 11 is configured to acquire a response delay of at least one response phase of the service network service.
  • a network service can be divided into multiple response phases, and the response delay of each response phase reflects the quality of experience of users at this stage.
  • the manner of obtaining the response delay may be determined according to the location of the response monitoring. For example, the response delay is monitored on the client of the user equipment, and the response delay of each response phase may be obtained by the client; if in the access network or The response delay is monitored on any network node of the core network, and the response delay of each response phase can be obtained by the network node; if the response delay is monitored by the server, the response delay of each response phase can be obtained by the server. If the evaluation is performed on a client, a network node, or a server, the response delay of each response phase is directly obtained by the client, the network node, or the server; if the evaluation is performed in a separate system, the slave, the network The node or server gets the response delay for each response phase.
  • the selecting unit 12 is configured to select an experience quality evaluation function or a correlation parameter of the evaluation function for each response stage from at least one experience quality evaluation function of each response stage according to a response delay of each response stage.
  • each response phase in the network service on the user experience is not the same. Different response delays in each response phase have different impacts on the user experience. Therefore, it is required to be based on each response phase in each response phase.
  • the quality of experience evaluation function of the response stage is selected from one or more quality of experience evaluation functions of each response stage, or related parameters of different evaluation functions are used to conform to the perceived characteristics of the user.
  • the quality evaluation unit 13 is configured to obtain an experience quality value for each response phase by using the selected experience quality evaluation function according to each response delay and the quality of experience value of the previous response phase.
  • the experience quality evaluation function is a function related to the quality of experience value and the response delay of each previous response stage.
  • the quality evaluation unit 13 is further configured to use the quality of experience value of the previous response phase as the initial quality of experience value of the current response phase, and repeat the obtaining of the quality of experience value of each of the response phases until the quality of experience value of the last response phase is obtained.
  • the quality of experience value as the service network service.
  • the initial value of the quality value of each response phase is the quality of experience value at the end of the previous phase.
  • the quality experience value output after the last response phase is the final quality of experience value as the quality of experience value for the entire service network service.
  • the schematic diagram of the automatic evaluation process of the service network service experience quality shown in FIG. 3 includes four response phases, and the quality experience value outputted in the fourth phase is the final experience quality value, and may also output the end of each response phase according to needs.
  • MOS Magnetic Opinion Score
  • MOS is one of the most widely used subjective assessment methods, with a score range of 1 to 5.
  • the internationally used 5-point evaluation criteria can be used in the evaluation, and divided into five levels according to the experience experience.
  • a service network service experience quality automatic evaluation system obtains a response delay of each response phase by dividing the service network service into multiple response phases, and then according to the response phase and the response time of the phase
  • the appropriate quality of experience evaluation function is selected, and the selected quality of experience evaluation function evaluates the quality of experience at the end of the stage according to the quality of the previous stage and the response delay of the response stage, and sequentially obtains the quality of experience value of each response stage.
  • the quality of experience value at the end of the last response phase is taken as the quality of experience value of the service network service, and the user's browsing experience is dynamically evaluated from the perspective of the user's perception, not only considering the impact of the different response phases of the service on the experience. It also considers the impact of the previous stage of the experience transfer to the next stage, so that the quality of the service experience of the business network can be more accurately evaluated.
  • the evaluation system is further described below by taking evaluation monitoring at the client of the user equipment as an example.
  • the embodiment divides the evaluation process into two parts: delay extraction and browsing quality evaluation.
  • the interaction process of each unit is as shown in FIG. 7.
  • the delay extraction unit 11 includes: a first recording unit 111, configured to notify the delay extraction of the browser parsing unit after the user input URL is detected and submitted.
  • the unit records the system time t 1 , where the browser parsing unit is an existing unit of the browser; the first recording unit 111 is further configured to notify the delay extracting unit to record the system time t 2 when the title is loaded;
  • the recording unit 111 is further configured to notify the delay extraction unit to record the system times t 3 , t 4 and t 5 respectively at the end of the text loading, the end of the first displayable content loading and the end of the entire web page loading.
  • the first acquisition unit 112 is configured to calculate the delay D i of each stage and send D i to the quality evaluation unit 13 for quality evaluation.
  • the webpage loading process is divided into four stages, namely: 1. loading of the webpage title; 2. loading of the text in the webpage; 3. loading of the first displayable object in the webpage; 4. loading of the remaining objects.
  • the judgment is skipped in the flow, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0.
  • each time delay data is sequentially passed through the browsing quality evaluation unit in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages.
  • the selection unit 12 selects an appropriate experience quality evaluation function in the evaluation model formula in each stage as shown in the formula (1).
  • T threshold 5 s
  • the user perceives that there is no impact in the short delay T 1 of the first phase, and the currentScore remains at 5 points.
  • T 2 1 T 1 1
  • currentScore will directly enter the descending process.
  • T threshold 5s
  • the user experience immediately drops to 0, that is, the user will leave the browsing operation.
  • Figure 8 shows the changes in the quality of experience during the first phase.
  • the evaluation system of the present invention is further described by an access network monitoring service network service.
  • the evaluation process is divided into time delay extraction and browsing quality evaluation. Firstly, four stages of delay data are extracted from the access network, and the extracted delay data is sent to the evaluation model function of each stage for quality evaluation.
  • the delay extraction unit 11 when the access network performs evaluation, includes: a second recording unit 113, configured to detect a certain URL when the access network detects After the HTTP GET request, the network packet capture and analysis unit notifies the delay extraction unit to record the system time t 1 , and the network packet capture and analysis unit is an existing software function unit of the access network; the second recording unit 113 is also used to After detecting the first response message of the HTTP GET of the URL, the notification delay extraction unit records the system time t 2 ; the second recording unit 113 is further configured to subsequently monitor the second HTTP GET request, at the first The last response message of the picture HTTP GET request and the end of the entire web page transmission are respectively notified to the delay extraction unit to record the system times t 3 , t 4 and t 5 .
  • a second recording unit 113 configured to detect a certain URL when the access network detects After the HTTP GET request, the network packet capture and analysis unit notifies the delay extraction unit to record the system time t 1 , and the network packet capture and
  • the second acquisition unit 114 is configured to calculate the delay D i of each stage and send D i to the quality evaluation unit 13 for quality evaluation.
  • the judgment is skipped in the flow, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0.
  • each time delay data is sequentially passed through the browsing quality evaluation in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages.
  • the selection unit 12 selects an appropriate experience quality evaluation function in the evaluation model formula in each stage as shown in the formula (1).
  • the evaluation system of the present invention is further described in terms of monitoring a business network service at a web server.
  • the evaluation process is divided into time delay extraction and browsing quality evaluation. Firstly, four stages of delay data are extracted from the web server, and the extracted delay data is sent to the evaluation models of each stage for quality evaluation.
  • the delay extraction unit 11 when it performs evaluation, includes: a third recording unit 115, when it receives the first HTTP GET request.
  • the server notifies the delay extraction unit to record the system time t 1 ;
  • the third recording unit 115 is further configured to notify the delay extraction unit to record the system time t 2 after the server sends the response containing the header portion in the main file;
  • the next HTTP GET request, the third recording unit 115 is also used to notify the delay extraction unit to record the system time t 3 , t 4 and t 5 respectively at the end of the first displayable object and the entire web page transmission.
  • the third acquisition unit 116 is configured to calculate the delay D i of each stage and send D i to the quality evaluation unit 13 for quality evaluation.
  • the judgment of the part is skipped in the process, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0.
  • each time delay data is sequentially passed through the browsing quality evaluation in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages.
  • the selection unit 12 selects an appropriate experience quality evaluation function in the evaluation model formula in each stage as shown in the formula (1).
  • FIG. 16 is a schematic structural diagram of another service network service quality automatic evaluation system according to an embodiment of the present invention.
  • the system 2000 includes:
  • the delay extraction unit 21 is configured to acquire a response delay of at least one response phase of the service network service.
  • a network service can be divided into multiple response phases, and the response delay of each response phase reflects the quality of experience of users at this stage.
  • the obtaining unit 22 is configured to obtain an experience quality value and a weighting value for each response phase according to a response delay of each response phase, where the weighting value is according to a response delay of each of the response phases for each response phase
  • the weight of the experience quality value is assigned to the degree of influence.
  • each response phase of the network service on the user experience is not the same. Different response delays in each response phase have different impacts on the user experience. Therefore, according to the response delay of each response phase, Obtaining an experience quality value and a weighting value for each response phase, the weighting value being a weight assigned according to the degree of influence of the response delay of each response phase on the quality of experience value of each response phase.
  • the quality evaluation unit 23 is configured to obtain, according to the weighting value of each response phase, a weighted sum of the quality of experience values of each response phase as the quality of experience value of the service network service.
  • the evaluation process can be simplified to the norm for each stage of quality evaluation at each stage:
  • MOS
  • the MOS value is the weighted sum of the experience values of the segments.
  • is a weighted value assigned according to the degree of influence of each response phase.
  • a service network service experience quality automatic evaluation system obtains a response delay of each response phase by dividing the service network service into multiple response phases, and then according to the response phase and the response time of the phase The appropriate weighting value is selected, and the weighted sum of the quality of experience values of each response phase is used as the quality of experience value of the service network service, and the user's browsing experience is dynamically evaluated from the perspective of the user's perception, and not only the different responses of the service are considered.
  • Computer readable media includes both computer storage media and communication media including any medium that facilitates transfer of a computer program from one location to another.
  • a storage medium may be any available media that can be accessed by a computer.
  • the computer readable medium may include a random access memory (RAM), a read-only memory (ROM), and an electrically erasable programmable read-only memory (Electrically Erasable Programmable).
  • EEPROM Electrically Error Memory
  • CD-ROM Compact Disc Read-Only Memory
  • Any connection may suitably be a computer readable medium.
  • the software is using coaxial cable, fiber optic cable, twisted pair, digital subscriber line (Digital Subscriber Line, DSL) or wireless technology such as infrared, radio and microwave transmission from a website, server or other remote source, then coaxial cable, fiber optic cable, twisted pair, DSL or such as infrared, wireless and microwave Wireless technologies such as those included in the fixing of the associated medium.
  • a disk and a disc include a compact disc (CD), a laser disc, a compact disc, a digital versatile disc (DVD), a floppy disk, and a Blu-ray disc, wherein the disc is usually magnetically copied, and the disc is The laser is used to optically replicate the data. Combinations of the above should also be included within the scope of the computer readable media.

Abstract

Provided are an automatic evaluation method and system for the quality of experience of a business network service. A business network service is divided into a plurality of response stages, and a response delay of each response stage is acquired; then an appropriate quality-of-experience evaluation function is selected according to a response stage and a response delay of the response stage; the selected quality-of-experience evaluation function evaluates the quality of experience at the end of a present stage according to the quality of experience of the previous stage and the response delay of the present response stage to obtain sequentially a quality-of-experience value of each response stage; and a quality-of-experience value at the end of the last response stage is taken as a quality-of-experience value of the business network service, and the browsing experience of a user is dynamically evaluated from the perspective of user perception. The evaluation method and system for the quality of experience of the present invention not only factor in the effect different response stages have on the experience, but also factor in the experience carry-over effect from one stage to the next, such that the quality of experience of a business network service can be more accurately evaluated.

Description

一种业务网络服务体验质量自动评价方法及系统Method and system for automatically evaluating service network service experience quality
本申请要求于2014年12月25日提交中国专利局、申请号为CN201410827613.2、发明名称为“一种业务网络服务体验质量自动评价方法及系统”的中国专利申请的优先权,其全部内容通过引用结合在本申请中。This application claims the priority of the Chinese Patent Application submitted to the China Patent Office on December 25, 2014, the application number is CN201410827613.2, and the invention name is “A Method and System for Automatic Evaluation of Experience Quality of Service Network Service”. This is incorporated herein by reference.
技术领域Technical field
本发明涉及互联网技术领域,尤其涉及一种业务网络服务体验质量自动评价方法及系统。The present invention relates to the field of Internet technologies, and in particular, to a method and system for automatically evaluating a service network service experience quality.
背景技术Background technique
当前网络正在朝着高速化的方向不断地发展,网络应用也得到了更大范围的普及。目前,基于web的网页浏览已经成为大众日常工作、学习、娱乐中使用最为频繁的业务,并且,大众对网页浏览的依赖性还在不断增加,对浏览体验的要求也越来越高。面对高速复杂灵活多变的网络环境,如何为用户提供良好的浏览体验成为了网络运营商需要面对的重大挑战。作为对改进服务最为重要的参考依据,对服务质量的评价受到了越来越多的重视。At present, the network is continuously developing in the direction of high speed, and network applications have also gained wider popularity. At present, web-based web browsing has become the most frequently used business in the daily work, study, and entertainment of the public. Moreover, the public's dependence on web browsing is increasing, and the requirements for browsing experience are getting higher and higher. Faced with high-speed complex, flexible and changeable network environment, how to provide users with a good browsing experience has become a major challenge for network operators. As the most important reference for improving services, the evaluation of service quality has received more and more attention.
在传统的方式下,网络运营商通常通过测量如吞吐率、丢包率或时延等网络的服务质量(英文:Quality of Service,简称:QoS)参数来评价运行在其上的服务性能。然而在实际中,用户和网络运营商由于其对服务评价的出发点不同,对网页浏览服务的性能评价方法与侧重点之间存在着一定的差异,即用户和运营商之间使用不同的标准来判定服务的性能。相对于网络运营商参考网络媒体参数,用户往往是在相对主观和非技术的背景下,通过自身的感受和体验来评价服务的性能。通常,用户需要的是理想的服务响应时间和好的服务体验,并不关心网络中的技术参数。近年来,随着科研人员对质量评价研究的不断深入,研究发现网络QoS参数并不能很好的体现上层用户的真实体验和感知状况,这就产生了运用用户主观因素评价服务质量的评价方法。这种用户对于服务的满意程度和评价指标通常被称为用户的体验质量(英文:Quality of Experience,简称:QoE)。ITU-T定义QoE是指终端用户主观体验和感知到的, 对某项应用或者服务的总体可接受的程度。由于需要获得用户的主观体验感受,一般要求组织大量人员针对服务进行主观打分,将评价结果作为评价模型的参考值,该过程会耗费大量的人工和经济成本。In the traditional mode, the network operator usually evaluates the service performance running on it by measuring the quality of service (English: Quality of Service, QoS for short) parameters such as throughput, packet loss rate or delay. However, in practice, users and network operators have different differences in the performance evaluation methods and focuses of web browsing services because of different starting points for service evaluation, that is, different standards are used between users and operators. Determine the performance of the service. Relative to the reference of network media parameters by network operators, users tend to evaluate the performance of services through their own feelings and experiences in a relatively subjective and non-technical context. Often, what users need is an ideal service response time and a good service experience, and they don't care about the technical parameters in the network. In recent years, with the deepening of research on quality evaluation by researchers, the research found that network QoS parameters can not reflect the real experience and perception of upper-level users. This leads to the evaluation method of using service subjective factors to evaluate service quality. Such user satisfaction with the service and evaluation indicators are often referred to as the user's quality of experience (English: Quality of Experience, referred to as QoE). ITU-T defines QoE as the subjective experience and perception of end users. The overall acceptable level of an application or service. Due to the need to obtain the user's subjective experience, it is generally required to organize a large number of personnel to subjectively score the service, and use the evaluation result as a reference value of the evaluation model, which will consume a lot of labor and economic costs.
发明内容Summary of the invention
本发明实施例提供一种业务网络服务体验质量自动评价方法及系统,以实现自动地对业务网络服务体验质量进行评价。The embodiment of the invention provides an automatic evaluation method and system for service network service experience quality, so as to automatically evaluate the service network service experience quality.
第一方面,提供了一种业务网络服务体验质量自动评价方法,包括:The first aspect provides an automatic evaluation method for service network service experience quality, including:
获取业务网络服务的至少一个响应阶段的响应时延;Obtaining a response delay of at least one response phase of the service network service;
根据每个响应阶段的响应时延评价评价,从每个响应阶段的至少一个体验质量评价函数中选择每个响应阶段的体验质量评价函数或评价函数的相关参数;Selecting, according to the response delay evaluation evaluation of each response stage, the relevant parameters of the experience quality evaluation function or the evaluation function of each response stage from at least one experience quality evaluation function of each response stage;
根据每个响应时延、以及上一个响应阶段的体验质量值,通过所选择的体验质量评价函数,获得每个响应阶段的体验质量值;Obtaining an experience quality value for each response phase by using the selected quality of experience evaluation function according to each response delay and the quality of experience value of the previous response phase;
将上一个响应阶段的体验质量值作为当前响应阶段的初始体验质量值,重复上述每个响应阶段的体验质量值的获得步骤,直至获得最后一个响应阶段的体验质量值,作为所述业务网络服务的体验质量值。Using the quality of experience value of the previous response phase as the initial quality of experience value of the current response phase, repeating the obtaining step of the quality of experience value for each of the response phases, until the quality of experience value of the last response phase is obtained, as the service network service The quality of the experience.
在第一种可能的实现方式中,第一个响应阶段的初始体验质量值采用系统预先配置的初始值。In a first possible implementation, the initial quality of experience value of the first response phase is an initial value that is pre-configured by the system.
结合第一方面或第一方面的第一种可能的实现方式,在第二种可能的实现方式中,所述每个响应阶段的至少一个体验质量评价函数包括:In conjunction with the first aspect or the first possible implementation of the first aspect, in a second possible implementation, the at least one quality of experience evaluation function of each of the response stages includes:
Figure PCTCN2015093781-appb-000001
Figure PCTCN2015093781-appb-000001
其中,fi(t)为第i个响应阶段的体验质量值,T1 i、T2 i、T3 i为第i个响应阶段内的三个时间阈值参数,用于评价函数和参数的选择,currentScore为上一个响应阶段的体验质量值fi-1(t)。Where f i (t) is the quality of experience value of the i-th response phase, and T 1 i , T 2 i , T 3 i are three time threshold parameters in the i-th response phase for evaluating functions and parameters Select, currentScore is the quality of experience value f i-1 (t) of the previous response phase.
结合第一方面的第二种可能的实现方式,在第三种可能的实现方式中,所 述fi(t)具体为:In conjunction with the second possible implementation of the first aspect, in a third possible implementation, the f i (t) is specifically:
Figure PCTCN2015093781-appb-000002
Figure PCTCN2015093781-appb-000002
其中,a1、b1、c1、a2、b2、c2、d为同一响应阶段内的体验质量评价的相关参数,不同响应阶段的体验质量评价参数不同或相同。Wherein, a 1 , b 1 , c 1 , a 2 , b 2 , c 2 , and d are related parameters of the experience quality evaluation in the same response phase, and the experience quality evaluation parameters in different response phases are different or the same.
结合第一方面或第一方面的第一种可能的实现方式或第一方面的第二种可能的实现方式或第一方面的第三种可能的实现方式,在第四种可能的实现方式中,所述获取网络服务的至少一个响应阶段的响应时延,包括:In conjunction with the first aspect or the first possible implementation of the first aspect or the second possible implementation of the first aspect or the third possible implementation of the first aspect, in a fourth possible implementation And obtaining the response delay of the at least one response phase of the network service, including:
当客户端检测到URL的提交请求时,记录系统时间t1When the client detects the submit request of the URL, the system time t 1 is recorded;
当所述客户端检测到加载标题结束时,记录系统时间t2When the client detects the end of the loading title, the system time t 2 is recorded;
当所述客户端检测到加载文字结束时,记录系统时间t3When the client detects the end of the loaded text, the system time t 3 is recorded;
当所述客户端检测到加载页面内首个可显示内容结束时,记录系统时间t4When the client detects the end of the first displayable content in the loading page, the system time t 4 is recorded;
当所述客户端检测到加载其余可显示内容结束时,记录系统时间t5When the client detects the end of loading the remaining displayable content, the system time t 5 is recorded;
获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4Obtaining response delays of the respective response phases, the response delays of the respective response phases are D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
结合第一方面或第一方面的第一种可能的实现方式或第一方面的第二种可能的实现方式或第一方面的第三种可能的实现方式,在第五种可能的实现方式中,所述获取网络服务的至少一个响应阶段的响应时延,包括:In combination with the first aspect or the first possible implementation of the first aspect or the second possible implementation of the first aspect or the third possible implementation of the first aspect, in a fifth possible implementation And obtaining the response delay of the at least one response phase of the network service, including:
当在接入网或核心网的任意网络节点检测到URL的HTTP GET请求时,记录系统时间t1When the HTTP GET request for the URL is detected at any network node of the access network or the core network, the system time t 1 is recorded;
当所述网络节点检测到所述URL的HTTP GET的第一个响应报文后,记录系统时间t2After the network node detects the first response message of the HTTP GET of the URL, the system time t 2 is recorded;
当所述网络节点检测到第二个HTTP GET的请求后,记录系统时间t3After the network node detects the second HTTP GET request, the system time t 3 is recorded;
当所述网络节点检测到第一个图片HTTP GET请求的最后一个响应报文后,记录系统时间t4After the network node detects the last response message of the first picture HTTP GET request, the system time t 4 is recorded;
当所述网络节点检测到整个网页传输完毕后,记录系统时间t5When the network node detects that the entire page transfer is completed, the system records the time t 5;
获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4Obtaining response delays of the respective response phases, the response delays of the respective response phases are D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
结合第一方面或第一方面的第一种可能的实现方式或第一方面的第二种可能的实现方式或第一方面的第三种可能的实现方式,在第六种可能的实现方式中,所述获取网络服务的至少一个响应阶段的响应时延,包括:In conjunction with the first aspect or the first possible implementation of the first aspect or the second possible implementation of the first aspect or the third possible implementation of the first aspect, in a sixth possible implementation And obtaining the response delay of the at least one response phase of the network service, including:
当业务服务器接收到第一个HTTP GET请求后,记录系统时间t1After the service server receives the first HTTP GET request, the system time t 1 is recorded;
当所述业务服务器发送完主文件中包含标题部分的响应后,记录系统时间t2After the service server sends the response containing the header portion in the main file, the system time t 2 is recorded;
当所述业务服务器接收到下一个HTTP GET请求后,记录系统时间t3After the service server receives the next HTTP GET request, the system time t 3 is recorded;
当所述业务服务器对第一个可显示对象发送结束后,记录系统时间t4After the service server sends the end of the first displayable object, the system time t 4 is recorded;
当所述业务服务器全部响应结束时,记录系统时间t5When the service server ends all responses, the system time t 5 is recorded;
获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4Obtaining response delays of the respective response phases, the response delays of the respective response phases are D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
第二方面,提供了一种业务网络服务体验质量自动评价方法,包括:The second aspect provides an automatic evaluation method for service network service experience quality, including:
获取业务网络服务的至少一个响应阶段的响应时延;Obtaining a response delay of at least one response phase of the service network service;
根据每个响应阶段的响应时延,获取每个响应阶段的体验质量值及加权值,所述加权值为根据所述每个响应阶段的响应时延对每个响应阶段的体验质量值的影响程度所分配的权值;Obtaining an experience quality value and a weighting value for each response phase according to a response delay of each response phase, the weighting value being an effect on the quality of experience value of each response phase according to the response delay of each response phase The weight assigned by the degree;
根据每个响应阶段的加权值,获取每个响应阶段的体验质量值的加权和,作为所述业务网络服务的体验质量值。A weighted sum of the quality of experience values for each response phase is obtained as the quality of experience value of the service network service according to the weighting value of each response phase.
第三方面,提供了一种业务网络服务体验质量自动评价系统,包括:In a third aspect, an automatic network service service quality evaluation system is provided, including:
时延提取单元,用于获取业务网络服务的至少一个响应阶段的响应时延;a delay extraction unit, configured to acquire a response delay of at least one response phase of the service network service;
选择单元,用于根据每个响应阶段的响应时延,从每个响应阶段的至少一个体验质量评价函数中选择每个响应阶段的体验质量评价函数或评价函数的相关参数;a selecting unit, configured to select, according to a response delay of each response stage, an experience quality evaluation function or a correlation parameter of the evaluation function of each response stage from at least one experience quality evaluation function of each response stage;
质量评价单元,用于根据每个响应时延、以及上一个响应阶段的体验质量值,通过所选择的体验质量评价函数,获得每个响应阶段的体验质量值;a quality evaluation unit, configured to obtain an experience quality value of each response stage by using the selected experience quality evaluation function according to each response delay and the quality of experience value of the previous response stage;
所述质量评价单元还用于:将上一个响应阶段的体验质量值作为当前响应 阶段的初始体验质量值,重复上述每个响应阶段的体验质量值的获得,直至获得最后一个响应阶段的体验质量值,作为所述业务网络服务的体验质量值。The quality evaluation unit is further configured to: use the quality of experience value of the previous response stage as the current response The initial experience quality value of the phase repeats the acquisition of the quality of experience value for each of the response phases described above until the quality of experience value of the last response phase is obtained as the quality of experience value of the service network service.
在第一种可能的实现方式中,第一个响应阶段的初始体验质量值采用系统预先配置的初始值。In a first possible implementation, the initial quality of experience value of the first response phase is an initial value that is pre-configured by the system.
结合第三方面或第三方面的第一种可能的实现方式,在第二种可能的实现方式中,所述每个响应阶段的至少一个体验质量评价函数包括:With reference to the third aspect or the first possible implementation manner of the third aspect, in a second possible implementation manner, the at least one quality of experience evaluation function of each of the response stages includes:
Figure PCTCN2015093781-appb-000003
Figure PCTCN2015093781-appb-000003
其中,fi(t)为第i个响应阶段的体验质量值,T1 i、T2 i、T3 i为第i个响应阶段内的三个时间阈值参数,用于评价函数和参数的选择,currentScore为上一个响应阶段的体验质量值fi-1(t)。Where f i (t) is the quality of experience value of the i-th response phase, and T 1 i , T 2 i , T 3 i are three time threshold parameters in the i-th response phase for evaluating functions and parameters Select, currentScore is the quality of experience value f i-1 (t) of the previous response phase.
结合第三方面的第二种可能的实现方式,在第三种可能的实现方式中,所述fi(t)具体为:In conjunction with the second possible implementation of the third aspect, in a third possible implementation, the f i (t) is specifically:
Figure PCTCN2015093781-appb-000004
Figure PCTCN2015093781-appb-000004
其中,a1、b1、c1、a2、b2、c2、d为同一响应阶段内的体验质量评价的相关参数,不同响应阶段的体验质量评价参数不同或相同。Wherein, a 1 , b 1 , c 1 , a 2 , b 2 , c 2 , and d are related parameters of the experience quality evaluation in the same response phase, and the experience quality evaluation parameters in different response phases are different or the same.
结合第三方面或第三方面的第一种可能的实现方式或第三方面的第二种可能的实现方式或第三方面的第三种可能的实现方式,在第四种可能的实现方式中,所述时延提取单元包括:With reference to the third aspect or the first possible implementation manner of the third aspect or the second possible implementation manner of the third aspect or the third possible implementation manner of the third aspect, in a fourth possible implementation manner The delay extraction unit includes:
第一记录单元,用于当客户端检测到URL的提交请求时,记录系统时间t1a first recording unit, configured to record a system time t 1 when the client detects the submit request of the URL;
所述第一记录单元还用于当所述客户端检测到加载标题结束时,记录系统时间t2The first recording unit is further configured to record the system time t 2 when the client detects that the loading title ends;
所述第一记录单元还用于当所述客户端检测到加载文字结束时,记录系统时间t3The first recording unit is further configured to record the system time t 3 when the client detects that the loading of the text ends;
所述第一记录单元还用于当所述客户端检测到加载页面内首个可显示内容结束时,记录系统时间t4The first recording unit is further configured to record the system time t 4 when the client detects that the first displayable content in the loading page ends;
所述第一记录单元还用于当所述客户端检测到加载其余可显示内容结束时,记录系统时间t5The first recording unit is further configured to record the system time t 5 when the client detects that the remaining displayable content is loaded.
第一获取单元,用于获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4a first obtaining unit, configured to obtain a response delay of each response phase, where the response delay of each response phase is D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
结合第三方面或第三方面的第一种可能的实现方式或第三方面的第二种可能的实现方式或第三方面的第三种可能的实现方式,在第五种可能的实现方式中,所述时延提取单元包括:In combination with the third aspect or the first possible implementation of the third aspect or the second possible implementation of the third aspect or the third possible implementation of the third aspect, in a fifth possible implementation manner The delay extraction unit includes:
第二记录单元,用于当在接入网或核心网的任意网络节点检测到URL的HTTP GET请求时,记录系统时间t1a second recording unit, configured to record a system time t 1 when an HTTP GET request for a URL is detected by any network node of the access network or the core network;
所述第二记录单元还用于当所述网络节点检测到所述URL的HTTP GET的第一个响应报文后,记录系统时间t2The second recording unit is further configured to record the system time t 2 after the network node detects the first response message of the HTTP GET of the URL;
所述第二记录单元还用于当所述网络节点检测到第二个HTTP GET的请求后,记录系统时间t3The second recording unit is further configured to record the system time t 3 after the network node detects the second HTTP GET request;
所述第二记录单元还用于当所述网络节点检测到第一个图片HTTP GET请求的最后一个响应报文后,记录系统时间t4The second recording unit is further configured to record the system time t 4 after the network node detects the last response message of the first picture HTTP GET request;
所述第二记录单元还用于当所述网络节点检测到整个网页传输完毕后,记录系统时间t5The second recording unit is further configured to record the system time t 5 after the network node detects that the entire webpage is completely transmitted;
第二获取单元,用于获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4a second obtaining unit, configured to obtain a response delay of each response phase, where the response delay of each response phase is D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
结合第三方面或第三方面的第一种可能的实现方式或第三方面的第二种可能的实现方式或第三方面的第三种可能的实现方式,在第六种可能的实现方式中,所述时延提取单元包括:In combination with the third aspect or the first possible implementation of the third aspect or the second possible implementation of the third aspect or the third possible implementation of the third aspect, in a sixth possible implementation manner The delay extraction unit includes:
第三记录单元,用于当业务服务器接收到第一个HTTP GET请求后,记录系统时间t1a third recording unit, configured to record a system time t 1 after the service server receives the first HTTP GET request;
所述第三记录单元还用于当所述业务服务器发送完主文件中包含标题部分的响应后,记录系统时间t2The third recording unit is further configured to record the system time t 2 after the service server sends the response including the header portion in the main file;
所述第三记录单元还用于当所述业务服务器接收到下一个HTTP GET请求后,记录系统时间t3The third recording unit is further configured to record the system time t 3 after the service server receives the next HTTP GET request;
所述第三记录单元还用于当所述业务服务器对第一个可显示对象发送结束后,记录系统时间t4The third recording unit is further configured to record the system time t 4 after the service server ends the sending of the first displayable object;
所述第三记录单元还用于当所述业务服务器全部响应结束时,记录系统时间t5The third recording unit is further configured to record the system time t 5 when the service server ends all responses;
第三获取单元,用于获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4a third obtaining unit, configured to obtain a response delay of each response phase, where the response delay of each response phase is D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
第四方面,提供了一种业务网络服务体验质量自动评价系统,包括:In a fourth aspect, an automatic network service service quality evaluation system is provided, including:
时延提取单元,用于获取业务网络服务的至少一个响应阶段的响应时延;a delay extraction unit, configured to acquire a response delay of at least one response phase of the service network service;
获取单元,用于根据每个响应阶段的响应时延,获取每个响应阶段的体验质量值及加权值,所述加权值为根据所述每个响应阶段的响应时延对每个响应阶段的体验质量值的影响程度所分配的权值;An obtaining unit, configured to obtain an experience quality value and a weighting value of each response phase according to a response delay of each response phase, where the weighting value is according to a response delay of each response phase to each response phase The weight assigned to the degree of impact of the quality value;
质量评价单元,用于根据每个响应阶段的加权值,获取每个响应阶段的体验质量值的加权和,作为所述业务网络服务的体验质量值。The quality evaluation unit is configured to obtain, according to the weighting value of each response phase, a weighted sum of the quality of experience values of each response phase as the quality of experience value of the service network service.
可见,根据本发明实施例提供的一种业务网络服务体验质量自动评价方法及系统,通过将业务网络服务划分为多个响应阶段,获取每个响应阶段的响应时延,然后根据响应阶段及该阶段的响应时延选取合适的体验质量评价函数,所选取的体验质量评价函数根据将上一阶段体验质量和本响应阶段的响应时延对本阶段结束时的体验质量进行评估,依次获得各个响应阶段的体验质量值,并将最后一个响应阶段结束时的体验质量值作为业务网络服务的体验质量值,从用户感知的角度动态的评价用户的浏览体验,本发明的体验质量评价方法和系统,不仅考虑了业务不同响应阶段对体验的影响,而且考虑了上一阶段体验影响传递到下一阶段,从而能够更加准确地评价业务网络服务体验质量。It can be seen that, according to an embodiment of the present invention, a method and system for automatically evaluating a service network service quality of experience, by dividing a service network service into multiple response phases, obtaining a response delay of each response phase, and then according to the response phase and the The appropriate response quality evaluation function is selected according to the response delay of the stage. The selected experience quality evaluation function evaluates the quality of experience at the end of the stage according to the quality of the previous stage and the response delay of the response stage, and sequentially obtains each response stage. The quality of experience value, and the quality of experience value at the end of the last response phase is used as the quality of experience value of the service network service, and the user's browsing experience is dynamically evaluated from the perspective of the user's perception. The method and system for evaluating the quality of experience of the present invention are not only Considering the impact of the different response phases of the business on the experience, and considering the impact of the previous phase of the experience transfer to the next stage, the quality of the service experience of the service network can be more accurately evaluated.
附图说明DRAWINGS
为了更清楚地说明本发明实施例或现有技术中的技术方案,下面将对实施例或现有技术描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域普通技术人员来讲,在不付 出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the embodiments or the description of the prior art will be briefly described below. Obviously, the drawings in the following description are only Some embodiments of the present invention, for those of ordinary skill in the art, do not pay Other drawings can also be obtained from these drawings on the premise of creative labor.
图1为本发明实施例的业务网络服务质量评价的网络结构示意图;1 is a schematic diagram of a network structure of service network service quality evaluation according to an embodiment of the present invention;
图2为本发明实施例提供的一种业务网络服务体验质量自动评价方法的流程图;FIG. 2 is a flowchart of a method for automatically evaluating a service network service experience quality according to an embodiment of the present invention;
图3为本发明实施例的整体的业务网络服务体验质量自动评价过程示意图;FIG. 3 is a schematic diagram of an overall service network service experience quality automatic evaluation process according to an embodiment of the present invention; FIG.
图4为5分制评价准则示意图;Figure 4 is a schematic diagram of the 5-point evaluation criteria;
图5为网页加载阶段划分示意图;FIG. 5 is a schematic diagram of dividing a webpage loading phase;
图6为本发明实施例的体验质量评价函数的流程图;6 is a flowchart of an experience quality evaluation function according to an embodiment of the present invention;
图7为本发明实施例示例的在浏览器进行监测评价的流程示意图;FIG. 7 is a schematic flowchart of monitoring and evaluating in a browser according to an example of an embodiment of the present invention;
图8为体验质量在第一阶段内的变化情况示意图;Figure 8 is a schematic diagram showing changes in the quality of experience in the first phase;
图9为本发明实施例示例的在接入网进行监测评价的流程示意图;FIG. 9 is a schematic flowchart of monitoring and evaluating in an access network according to an example of an embodiment of the present invention;
图10为本发明实施例示例的在web服务器进行监测评价的流程示意图;FIG. 10 is a schematic flowchart of monitoring and evaluating on a web server according to an example of an embodiment of the present invention;
图11为本发明实施例提供的另一种业务网络服务体验质量自动评价方法的流程图;FIG. 11 is a flowchart of another method for automatically evaluating an experience quality of a service network service according to an embodiment of the present invention;
图12为本发明实施例提供的一种业务网络服务体验质量自动评价系统的结构示意图;FIG. 12 is a schematic structural diagram of a service network service experience quality automatic evaluation system according to an embodiment of the present invention;
图13为图12所示的一个时延提取单元11的结构示意图;FIG. 13 is a schematic structural diagram of a time delay extracting unit 11 shown in FIG. 12;
图14为图12所示的另一个时延提取单元11的结构示意图;FIG. 14 is a schematic structural diagram of another delay extraction unit 11 shown in FIG. 12;
图15为图12所示的又一个时延提取单元11的结构示意图;FIG. 15 is a schematic structural diagram of still another delay extraction unit 11 shown in FIG. 12;
图16为本发明实施例提供的另一种业务网络服务体验质量自动评价系统的结构示意图。FIG. 16 is a schematic structural diagram of another service network service experience quality automatic evaluation system according to an embodiment of the present invention.
具体实施方式detailed description
下面将结合本发明实施例中的附图,对本发明实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。The technical solutions in the embodiments of the present invention are clearly and completely described in the following with reference to the accompanying drawings in the embodiments of the present invention. It is obvious that the described embodiments are only a part of the embodiments of the present invention, but not all embodiments. All other embodiments obtained by those skilled in the art based on the embodiments of the present invention without creative efforts are within the scope of the present invention.
本发明实施例所涉及的业务包括网页浏览,但不限于网页浏览,还可以是 其它分阶段加载内容的网络业务。本发明实施例以网页浏览为例,现有研究在评价网页浏览服务质量时,只考虑了整体的等待时延和加载时延,将整个浏览过程作为评价服务质量的对象进行研究。然而,在浏览网页时,由于浏览器分阶段加载网页,用户的浏览体验往往受到一些加载事件分阶段的影响。例如当网页标题加载时间较长时用户普遍会直接关闭该网页而终止浏览行为;当网页第一版加载完毕后用户浏览第一版内容而受后续内容加载时间的影响较小。考虑到用户浏览网页时分阶段的真实体验过程,本发明实施例将整个网页加载过程分为多个阶段,分阶段对浏览过程进行评价。此外,又考虑到用户对前一阶段事件的感知会影响到其对当前阶段事件的感知,即使在同一阶段内,前一时刻对当前时刻也存在影响。本发明实施例利用多阶段影响的连续性,提出了针对基于web网页浏览服务质量的评价方案。该方案将整个浏览过程转化为多个连续出现的过程进行评价,从用户感知的角度动态的评价用户的浏览体验。由于充分考虑了用户浏览过程中感知的波动过程,本发明实施例提出的评价方案可以更加准确和实时的反映用户的浏览体验质量,将网页的加载时延与用户体验一一对应。The services involved in the embodiments of the present invention include web browsing, but are not limited to web browsing, and may be Other network services that load content in stages. In the embodiment of the present invention, web browsing is taken as an example. In the current research, when evaluating the quality of webpage browsing service, only the overall waiting delay and loading delay are considered, and the whole browsing process is studied as an object of evaluating the quality of service. However, when browsing a webpage, since the browser loads the webpage in stages, the browsing experience of the user is often affected by some loading events in stages. For example, when the page title loading time is long, the user generally closes the webpage directly to terminate the browsing behavior; when the first version of the webpage is loaded, the user browses the first version of the content and is less affected by the subsequent content loading time. Considering the staged real experience process when the user browses the webpage, the embodiment of the present invention divides the entire webpage loading process into multiple stages, and evaluates the browsing process in stages. In addition, considering that the user's perception of the previous stage event will affect its perception of the current stage of the event, even in the same stage, the previous moment has an impact on the current moment. The embodiment of the present invention utilizes the continuity of multi-stage impact, and proposes an evaluation scheme for web-based web browsing service quality. The program converts the entire browsing process into multiple consecutive processes for evaluation, and dynamically evaluates the user's browsing experience from the perspective of user perception. The evaluation scheme proposed by the embodiment of the present invention can reflect the quality of the browsing experience of the user more accurately and in real time, and the loading delay of the webpage is in one-to-one correspondence with the user experience.
本发明可以在用户设备、接入网、网络节点或服务器内实时监测并记录网页加载时延,实时或批量评价用户浏览网页的服务质量,为网络运营商改进服务提供重要参考依据,业务网络服务质量评价的网络结构如图1所示。此处,用户设备可以为手持终端或其他能够提供网页浏览服务的终端设备。接入网可以为广播网、局域网、广域网或无线网等适合包类通信(英文:Packet-type Communications)的网络。这些网络可以使用包括数字用户线路(英文:Digital Subscriber Line,简称:DSL),有线宽带(Cable Broadband),802.11Wi-Fi,全球移动通信系统(英文:Global System for Mobile Communication,简称:GSM),宽带码分多址(英文:Wideband Code Division Multiple Access,简称:WCDMA),CDMA2000(Code Division Multiple Access 2000),全球微波互联接入(英文:Worldwide Interoperability for Microwave Access,简称:WiMax)或长期演进(英文:Long Term Evolution,简称:LTE)等技术。本发明中的评价不仅可以使用在用户设备上的客户端(如浏览器)、接入网、任意网络节点或服务器中,还可以从上述任意位置提取评价参数后单独设立模块进行质量评价。 此外,评价过程可以实时进行或者采集数据后进行后期的评价分析。The invention can monitor and record the webpage loading delay in real time in the user equipment, the access network, the network node or the server, and evaluate the service quality of the webpage browsed by the user in real time or in batches, and provide an important reference for the network operator to improve the service, and the service network service The network structure of quality evaluation is shown in Figure 1. Here, the user equipment may be a handheld terminal or other terminal device capable of providing a web browsing service. The access network may be a network suitable for packet communication (English: Packet-type Communications) such as a broadcast network, a local area network, a wide area network, or a wireless network. These networks can be used including Digital Subscriber Line (DSL), Cable Broadband, 802.11 Wi-Fi, Global System for Mobile Communication (GSM). Wideband Code Division Multiple Access (WCDMA), CDMA2000 (Code Division Multiple Access 2000), Worldwide Interoperability for Microwave Access (WiMax) or Long Term Evolution (English) English: Long Term Evolution, referred to as LTE). The evaluation in the present invention can be used not only in a client (such as a browser) on a user equipment, an access network, an arbitrary network node or a server, but also can separately set up a module for quality evaluation after extracting evaluation parameters from any of the above locations. In addition, the evaluation process can be performed in real time or after data is collected for later evaluation and analysis.
请参阅图2,为本发明实施例提供的一种业务网络服务体验质量自动评价方法的流程图,该方法包括以下步骤:FIG. 2 is a flowchart of a method for automatically evaluating an experience quality of a service network service according to an embodiment of the present invention. The method includes the following steps:
步骤S101,获取业务网络服务的至少一个响应阶段的响应时延。Step S101: Acquire a response delay of at least one response phase of the service network service.
一个网络业务可以划分为多个响应阶段,每个响应阶段的响应时延反映了该阶段用户的体验质量。A network service can be divided into multiple response phases, and the response delay of each response phase reflects the quality of experience of users at this stage.
可以根据响应监测的位置不同,确定获取响应时延的方式,例如,在用户设备的客户端上监测响应时延,可以由客户端获取每个响应阶段的响应时延;如果在接入网或核心网的任意网络节点上监测响应时延,可以由网络节点获取每个响应阶段的响应时延;如果在服务器监测响应时延,可以由服务器获取每个响应阶段的响应时延。如果该评价在客户端、网络节点或服务器进行,则由客户端、网络节点或服务器直接获取每个响应阶段的响应时延;如果该评价在一个单独的系统里进行,则从客户端、网络节点或服务器获取每个响应阶段的响应时延。The manner of obtaining the response delay may be determined according to the location of the response monitoring. For example, the response delay is monitored on the client of the user equipment, and the response delay of each response phase may be obtained by the client; if in the access network or The response delay is monitored on any network node of the core network, and the response delay of each response phase can be obtained by the network node; if the response delay is monitored by the server, the response delay of each response phase can be obtained by the server. If the evaluation is performed on a client, a network node, or a server, the response delay of each response phase is directly obtained by the client, the network node, or the server; if the evaluation is performed in a separate system, the slave, the network The node or server gets the response delay for each response phase.
步骤S102,根据每个响应阶段的响应时延,从每个响应阶段的至少一个体验质量评价函数中选择每个响应阶段的体验质量评价函数或评价函数的相关参数。Step S102: Select an experience quality evaluation function or a correlation parameter of the evaluation function for each response stage from at least one experience quality evaluation function of each response stage according to a response delay of each response stage.
网络业务中的各个响应阶段对用户的体验影响程度并不都相同,每个响应阶段内不同的响应时延对用户的体验影响也不相同,因此,要求在各响应阶段根据每个响应阶段的响应时延,从每个响应阶段的一个或多个体验质量评价函数中选择该响应阶段的体验质量评价函数,或使用不同的评价函数的相关参数,以符合用户的感知特征。The impact of each response phase in the network service on the user experience is not the same. Different response delays in each response phase have different impacts on the user experience. Therefore, it is required to be based on each response phase in each response phase. In response to the delay, the quality of experience evaluation function of the response stage is selected from one or more quality of experience evaluation functions of each response stage, or related parameters of different evaluation functions are used to conform to the perceived characteristics of the user.
步骤S103,根据每个响应时延、以及上一个响应阶段的体验质量值,通过所选择的体验质量评价函数,获得每个响应阶段的体验质量值。Step S103: Obtain an experience quality value for each response phase by using the selected experience quality evaluation function according to each response delay and the quality of experience value of the previous response phase.
利用影响累加的思想,随时刻动态评价每个响应阶段用户的体验质量。体验质量评价函数是与上一个响应阶段的体验质量值和每个响应时延相关的函数。Using the thoughts that influence the accumulation, the user's experience quality in each response stage is dynamically evaluated at any time. The experience quality evaluation function is a function related to the quality of experience value and the response delay of each previous response stage.
步骤S104,将上一个响应阶段的体验质量值作为当前响应阶段的初始体验质量值,重复上述每个响应阶段的体验质量值的获得步骤,直至获得最后一 个响应阶段的体验质量值,作为所述业务网络服务的体验质量值。Step S104: The experience quality value of the previous response phase is used as the initial experience quality value of the current response phase, and the obtaining step of the quality of experience value of each of the response phases is repeated until the last one is obtained. The quality of experience value of the response phase as the quality of experience value of the service network service.
每个响应阶段体验质量值的初始值均为前一阶段结束时的体验质量值。最后一个响应阶段结束后输出的质量体验值即为最终的体验质量值,作为整个业务网络服务的体验质量值。The initial value of the quality value of each response phase is the quality of experience value at the end of the previous phase. The quality experience value output after the last response phase is the final quality of experience value as the quality of experience value for the entire service network service.
如图3所示的本发明实施例的整体的业务网络服务体验质量自动评价过程示意图,其包括四个响应阶段,第四阶段输出的质量体验值即为最终的体验质量值,也可以根据需要,分别输出各响应阶段结束时的体验质量值。MOS(Mean Opinion Score),是目前使用得最广泛的一种主观评定方法,评分范围是1到5分。如图4所示的5分制评价准则示意图,评价中可以使用国际上常用的5分制评价标准,按照体验感受划分为5个等级。FIG. 3 is a schematic diagram of an overall service network service experience quality automatic evaluation process according to an embodiment of the present invention, which includes four response phases, and the quality experience value outputted by the fourth phase is the final experience quality value, and may also be as needed. , respectively output the quality of experience value at the end of each response phase. MOS (Mean Opinion Score) is one of the most widely used subjective assessment methods, with a score range of 1 to 5. As shown in the schematic diagram of the 5-point evaluation criteria shown in Figure 4, the internationally used 5-point evaluation criteria can be used in the evaluation, and divided into five levels according to the experience experience.
根据本发明实施例提供的一种业务网络服务体验质量自动评价方法,通过将业务网络服务划分为多个响应阶段,获取每个响应阶段的响应时延,然后根据响应阶段及该阶段的响应时延选取合适的体验质量评价函数,所选取的体验质量评价函数根据将上一阶段体验质量和本响应阶段的响应时延对本阶段结束时的体验质量进行评估,依次获得各个响应阶段的体验质量值,并将最后一个响应阶段结束时的体验质量值作为业务网络服务的体验质量值,从用户感知的角度动态的评价用户的浏览体验,不仅考虑了业务不同响应阶段对体验的影响,而且考虑了上一阶段体验影响传递到下一阶段,从而能够更加准确地评价业务网络服务体验质量。According to an embodiment of the present invention, an automatic evaluation method for service network service experience quality is obtained by dividing a service network service into multiple response phases, obtaining a response delay of each response phase, and then responding according to the response phase and the response time of the phase The appropriate quality of experience evaluation function is selected, and the selected quality of experience evaluation function evaluates the quality of experience at the end of the stage according to the quality of the previous stage and the response delay of the response stage, and sequentially obtains the quality of experience value of each response stage. And the quality of experience value at the end of the last response phase is taken as the quality of experience value of the service network service, and the user's browsing experience is dynamically evaluated from the perspective of the user's perception, not only considering the impact of the different response phases of the service on the experience, but also considering The impact of the previous phase of the experience is passed to the next stage, so that the quality of the service experience of the business network can be more accurately evaluated.
请参阅图5,为网页加载阶段划分示意图,在这里,进行网页加载的客户端可以为浏览器。在用户设备上,用户在浏览网页时,浏览器(如Internet Explorer,Firefox,Chrome,Safari和UC等)通常需要经过多个加载过程才能将用户请求的网页加载完毕,本发明实施例按照浏览中加载事件出现的顺序,将用户浏览网页时点击超链接到网页加载完毕的过程划分为四个阶段:1、浏览器解析接收到的超文本标记语言(英文:Hyper Text Markup language,简称:HTML)文档标题,即对网页标题的加载;2、浏览器对HTML文档加载完毕,即对网页内文字的加载;3、浏览器请求第一个HTML内嵌资源到第一个内嵌资源接收并加载完毕,即对首个对象完成加载;4、浏览器对其余内嵌资源的 请求、接收和加载。Please refer to FIG. 5, which is a schematic diagram of dividing a webpage loading phase. Here, the client that performs webpage loading can be a browser. On the user device, when the user browses the webpage, the browser (such as Internet Explorer, Firefox, Chrome, Safari, UC, etc.) usually needs to go through multiple loading processes to load the webpage requested by the user. The order in which the loading events occur is divided into four stages: the process of clicking the hyperlink to the page when the user browses the webpage is divided into four stages: 1. The browser parses the received hypertext markup language (English: Hyper Text Markup language, abbreviation: HTML) The title of the document is the loading of the title of the webpage; 2. The browser loads the HTML document, that is, loads the text in the webpage; 3. The browser requests the first HTML embedded resource to receive and load the first embedded resource. Finished, that is, the first object is loaded; 4, the browser for the rest of the embedded resources Request, receive, and load.
由于用户往往更加关注服务的响应时间,所以本实施例将上述不同阶段加载的时延作为评价方法的评价参数。在客户端通过相应的技术获得用户浏览网页不同阶段的加载时延Di,i=1,2,3,4后,根据各个加载时延进行质量评价。评价中可以使用国际上常用的5分制评价标准,按照体验感受划分为5个等级。Since the user tends to pay more attention to the response time of the service, the time delay of loading in the different stages described above is used as the evaluation parameter of the evaluation method. After the client obtains the loading delay D i , i=1, 2, 3, 4 of different stages of the browsing webpage by the corresponding technology, the quality evaluation is performed according to each loading delay. In the evaluation, the internationally used 5-point evaluation standard can be used, and the experience is divided into five levels.
由于浏览中的服务响应时间,即加载时延显然越小越好,所以加载时延的出现通常会导致用户体验的下降。然而,当第三阶段结束时,由于文字和首个对象已经加载完毕,用户可以先对已加载的内容进行浏览,用户的主观感知会出现轻微的回升。此外,网页加载的各个阶段对用户的体验影响程度并不相同,例如,用户普遍对第一和第四阶段中的时延较为敏感,所以第一与第四阶段的时延对用户体验的影响要大于第二和第三阶段时延造成的影响。这就要求在各阶段使用不同的模型参数以符合用户的感知特征。在获得各阶段的时延后,服务质量评价的过程如图3所示。每个阶段体验值的初始值均为前一阶段结束时的体验值,第四阶段结束后输出的体验值即为最终的体验分值。模型也可以根据需要,分别输出各阶段结束时的体验分值,以分析各阶段在浏览过程中的影响,如图3所示。Due to the service response time in browsing, that is, the loading delay is obviously as small as possible, so the occurrence of loading delay usually leads to a decline in user experience. However, when the third stage ends, since the text and the first object have been loaded, the user can first browse the loaded content, and the subjective perception of the user will slightly rebound. In addition, the stages of page loading have different impacts on the user experience. For example, users are generally sensitive to delays in the first and fourth phases, so the impact of the first and fourth phases on the user experience is affected. It is greater than the impact of the second and third stage delays. This requires different model parameters to be used at each stage to match the user's perceived characteristics. After obtaining the delay of each stage, the process of service quality evaluation is shown in Figure 3. The initial value of the experience value of each phase is the experience value at the end of the previous phase, and the experience value output after the fourth phase is the final experience score. The model can also output the experience scores at the end of each stage as needed to analyze the impact of each stage in the browsing process, as shown in Figure 3.
基于上述分析,本发明实施例利用影响累加的思想,提出在浏览过程中随时刻动态评价用户的体验质量的服务质量评价方法,各个阶段内的通用的体验质量评价函数为:Based on the above analysis, the embodiment of the present invention utilizes the idea of influencing the accumulation, and proposes a service quality evaluation method for dynamically evaluating the user's experience quality in the browsing process, and the general experience quality evaluation function in each stage is:
Figure PCTCN2015093781-appb-000005
Figure PCTCN2015093781-appb-000005
fi(t)=max(1,min(fi(t),5))f i (t)=max(1,min(f i (t),5))
上式中,currentScore为当前时刻开始时的体验分值,初始值为5分。T1 i、T2 i、T3 i为第i阶段内的三个时间阈值参数,用来评价函数和参数的选择,评价同一阶段不同的响应时延对体验质量评价的影响,不同阶段内的时间点划分方式不同。f1 i(t)、f2 i(t)和f3 i(t)分别为不同划分区间内体验值的变化函数。以第一个响应阶段内的体验质量值的计算过程为例,根据第一个响应阶段的响应时 延与T1 1、T2 1、T3 1的比较,确定采用公式(1)中的哪个评价函数计算该阶段的体验质量值。体验质量评价函数的流程图如图6所示,其中,Di为各个响应阶段的时延。In the above formula, currentScore is the experience score at the beginning of the current time, and the initial value is 5 points. T 1 i , T 2 i , T 3 i are the three time threshold parameters in the i-th stage, which are used to evaluate the selection of functions and parameters, and evaluate the effects of different response delays on the quality of experience evaluation in the same stage. The time points are divided in different ways. f 1 i (t), f 2 i (t), and f 3 i (t) are the variation functions of the experience values in different partitions, respectively. Taking the calculation process of the quality of experience value in the first response phase as an example, according to the comparison of the response delay of the first response phase with T 1 1 , T 2 1 , and T 3 1 , it is determined that the formula (1) is used. Which evaluation function calculates the quality of experience value for this phase. A flowchart of the experience quality evaluation function is shown in FIG. 6, where D i is the delay of each response phase.
具体的,可以取如下的函数形式:Specifically, you can take the following form of function:
Figure PCTCN2015093781-appb-000006
Figure PCTCN2015093781-appb-000006
fi(t)=max(1,min(fi(t),5))f i (t)=max(1,min(f i (t),5))
其中,参数a1、b1、c1、a2、b2、c2、d为在同一阶段内的模型参数,需要说明的是,在不同阶段内参数的取值可以相同或不同,阶段间不同的模型参数可以反映体验值不同的变化形式。由于在各阶段内时延没有上界,所以在任意阶段内,当t>Tthreshold时,取MOS=MOSmin,例如MOSmin为0或1,即,时延过大时用户体验已经无法忍受,用户将离开浏览服务。第四阶段加载结束后,输出的f4(t)即为最终的用户体验MOS值。具体的,第一阶段内T1 1取值一般很小,以表示在用户反应时间内体验持续为5分的情况。并且在第一阶段内,T2 1通常取与T1 1相同的值,即两个时间点重合,此时,表示该阶段没有体验质量上升的区间。当时延大于T1 1后,体验值将直接进入T2 1至T3 1间的下降区间。在第二和第三阶段中,通常令T1 2=T2 2=0、T1 3=T2 3=0,即不存在体验值保持不变和上升的区间。然而,在第四阶段,考虑到存在体验值上升的情况,所以T1 4和T2 4取不同的值。即,在时延大于T1 4时,体验值会进入T1 4至T2 4间的体验值上升的区间。The parameters a 1 , b 1 , c 1 , a 2 , b 2 , c 2 , and d are model parameters in the same stage. It should be noted that the values of the parameters may be the same or different in different stages. Different model parameters can reflect different variations of experience values. Since there is no upper bound in the delay in each phase, in any phase, when t>T threshold , take MOS=MOS min , for example, MOS min is 0 or 1, that is, the user experience is unbearable when the delay is too large. , the user will leave the browsing service. After the fourth stage of loading is completed, the output f 4 (t) is the final user experience MOS value. Specifically, the value of T 1 1 in the first stage is generally small to indicate that the experience lasts for 5 points during the user's reaction time. And in the first stage, T 2 1 usually takes the same value as T 1 1 , that is, the two time points coincide, and at this time, it means that there is no interval in which the quality rises in the stage. After the delay is greater than T 1 1 , the experience value will directly enter the falling range between T 2 1 and T 3 1 . In the second and third stages, generally, T 1 2 = T 2 2 =0, and T 1 3 = T 2 3 =0, that is, there is no interval in which the experience value remains unchanged and rises. However, in the fourth stage, considering that there is a case where the experience value rises, T 1 4 and T 2 4 take different values. That is, when the delay is greater than T 1 4 , the experience value enters a section where the experience value between T 1 4 and T 2 4 rises.
对于模型参数的选取,可以采用对各阶段递进式的主观打分方法获得MOS值。例如,对相同的网页,分别在第一阶段和第二阶段结束后进行主观打分,认为第二阶段体验值的变化建立在第一阶段的主观体验之上,以此获得第二阶段内体验的变化范围,进而通过拟合等方法获得具体的模型参数。其余阶段以此类推,即可计算出各阶段内的模型参数。For the selection of the model parameters, the MOS value can be obtained by a progressive subjective scoring method for each stage. For example, for the same webpage, subjective scoring is performed after the end of the first phase and the second phase respectively, and it is considered that the change of the second phase experience value is based on the subjective experience of the first phase, thereby obtaining the experience in the second phase. The range of variation, and then the specific model parameters are obtained by fitting or the like. The rest of the stages, and so on, can be used to calculate the model parameters in each stage.
下面以在用户设备的客户端进行评价监测为例进一步描述该评价方法,例 如可以将该方法流程集成进浏览器的软件功能模块或在浏览器外设置该软件功能模块来完成评价。实施例将评价过程分为时延提取和浏览质量评价两个部分。首先于客户端(如浏览器)中提取四个阶段的时延数据,再将提取的时延数据送入各阶段的评价模型进行质量评价。具体的,在评价过程中,各个单元的交互过程如图7所示。The evaluation method is further described by taking the evaluation and monitoring on the client of the user equipment as an example. The evaluation can be completed by integrating the method flow into a software function module of the browser or setting the software function module outside the browser. The embodiment divides the evaluation process into two parts: delay extraction and browsing quality evaluation. First, four stages of delay data are extracted from the client (such as a browser), and the extracted delay data is sent to the evaluation models of each stage for quality evaluation. Specifically, in the evaluation process, the interaction process of each unit is as shown in FIG. 7.
在浏览器进行评价时,当监测到用户输入URL并提交后,浏览器解析单元通知时延提取单元记录系统时间t1,在这里,浏览器解析单元是浏览器现有的一个单元,时延提取单元可以认为是步骤S101的软件功能单元;当其加载完标题时通知时延提取单元记录系统时间t2;随后在文字加载结束,首个可显示内容加载结束和整个网页加载结束时分别通知时延提取单元记录系统时间t3,t4和t5。此时,计算出各个阶段的时延Di并将Di送入质量评价单元进行质量评价。时延提取过程中可能会出现某个单元不存在的情况,当此种情况出现时可以将记录的时间设置为前一事件记录的系统时间,对应的时延也设置为0。例如,当网页内只有文字信息时,则t4=t3,t5=t3,且设置D3=0,D4=0。When the browser performs the evaluation, after monitoring the user input URL and submitting, the browser parsing unit notifies the delay extraction unit to record the system time t 1 , where the browser parsing unit is an existing unit of the browser, and the delay The extracting unit may be regarded as the software functional unit of step S101; notify the delay extracting unit to record the system time t 2 when it loads the title; and then notify the end of the text loading end, the end of the first displayable content loading, and the end of the entire webpage loading, respectively. The delay extraction unit records system times t 3 , t 4 and t 5 . At this time, the time delay D i of each stage is calculated and D i is sent to the quality evaluation unit for quality evaluation. During the delay extraction process, a certain unit may not exist. When this occurs, the recording time can be set to the system time recorded by the previous event, and the corresponding delay is also set to 0. For example, when there is only text information in the web page, then t 4 = t 3 , t 5 = t 3 , and D 3 =0, D 4 =0 is set.
本实施例将网页加载过程分为四个阶段,分别为:1、网页标题加载;2、网页内文字加载;3、页面内首个可显示对象加载;4、其余对象加载。时延提取单元于客户端(如浏览器)内,通过对加载过程的分析获得各个阶段的加载时延Di,i=1,2,3,4。由于建立链接的时间很短,所以在这里可以忽略建立链接的时延。In this embodiment, the webpage loading process is divided into four stages, namely: 1. loading of the webpage title; 2. loading of the text in the webpage; 3. loading of the first displayable object in the webpage; 4. loading of the remaining objects. The delay extraction unit obtains the loading delays D i , i=1, 2, 3, 4 of each stage by analyzing the loading process in a client (such as a browser). Since the time to establish a link is very short, the delay for establishing a link can be ignored here.
若网页中不存在流程中的部分内容,则在流程中跳过该判断,将其对应记录的时间设置为前一判断时记录的时间并将时延设置为0。例如当网页中没有文字时则跳过对文字显示结束的判断并设置t3=t2,D2=0。If there is no part of the content in the webpage, the judgment is skipped in the flow, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0. For example, when there is no text in the web page, the judgment of the end of the text display is skipped and t 3 = t 2 is set , and D 2 =0.
在时延提取结束后,将各时延数据依次通过图3中虚线框内的浏览质量评价单元,分阶段进行质量评价。各阶段内的评价模型通式如公式(1)所示。After the delay extraction is completed, each time delay data is sequentially passed through the browsing quality evaluation unit in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages. The evaluation model in each stage is as shown in formula (1).
第一阶段的起始currentScore=5,其余各阶段的currentScore起始值为前一阶段结束时的f(t),其中t=D。也可以增加一个时延阈值Tthreshold=5s,即认为在阶段内当时延大于5s时用户会采取中断浏览的操作,此时取MOS分为最小值(如0)。一组可用的参数的值如表1所示。The initial phase of the first phase is currentScore=5, and the currentScore starting values of the remaining phases are f(t) at the end of the previous phase, where t=D. It is also possible to add a delay threshold T threshold = 5 s, that is, the user will take an interrupt browsing operation when the time delay is greater than 5 s in the phase, and the MOS is divided into a minimum value (such as 0). The values of a set of available parameters are shown in Table 1.
表1.质量评价函数的相关参数 Table 1. Parameters related to the quality evaluation function
参数parameter 阶段一Stage one 阶段二Stage two 阶段三Stage three 阶段四Stage four
a1 a 1 3.183.18 3.413.41 2.642.64 2.942.94
b1 b 1 2.712.71 1.951.95 0.040.04 25.925.9
c1 c 1 11 11 11 11
a2 a 2 3.133.13 3.013.01 2.732.73 33
b2 b 2 2.412.41 1.851.85 0.050.05 2626
c2 c 2 11 11 11 11
dd 00 0.60.6 00 0.60.6
T1 T 1 0.4s0.4s 0s0s 0s0s 0s0s
T2 T 2 0.4s0.4s 0s0s 0s0s 0.5s0.5s
T3 T 3 +∞+∞ 2s2s +∞+∞ 3s3s
例如,用户感知在第一阶段很短的时延T1内并没有受到的影响,currentScore保持在5分。当时延大于0.4s时,由于用户在该阶段不存在体验提高的过程,所以T2 1=T1 1,currentScore将直接进入下降的过程。时延超过阈值Tthreshold=5s后用户体验立刻下降至0,即用户将离开浏览操作。图8展示了体验质量在第一阶段内的变化情况。For example, the user perceives that there is no impact in the short delay T 1 of the first phase, and the currentScore remains at 5 points. When the delay is greater than 0.4s, since the user does not experience the process of improvement at this stage, T 2 1 = T 1 1 , and currentScore will directly enter the descending process. After the delay exceeds the threshold T threshold = 5s, the user experience immediately drops to 0, that is, the user will leave the browsing operation. Figure 8 shows the changes in the quality of experience during the first phase.
以接入网监测业务网络服务来进一步描述本发明的评价方法。将评价过程分为时延提取和浏览质量评价。首先于接入网中提取四个阶段的时延数据,再将提取的时延数据送入各阶段的评价模型函数进行质量评价。The evaluation method of the present invention is further described by the access network monitoring service network service. The evaluation process is divided into time delay extraction and browsing quality evaluation. Firstly, four stages of delay data are extracted from the access network, and the extracted delay data is sent to the evaluation model function of each stage for quality evaluation.
具体的,在评价过程中,各个单元的交互过程如图9所示。Specifically, in the evaluation process, the interaction process of each unit is as shown in FIG. 9.
在接入网进行评价时,当接入网监测到某个URL的HTTP GET请求后,网络抓包和分析单元通知时延提取单元记录系统时间t1,网络抓包和分析单元是接入网现有的一个软件功能单元,时延提取单元可以认为是S101的软件功能单元;当检测到该URL的HTTP GET的第一个响应报文后,通知时延提取单元记录系统时间t2;随后在监测到第二个HTTP GET的请求,第一个图片HTTP GET请求的最后一个响应报文和整个网页传输结束时分别通知时延提取单元记录系统时间t3,t4和t5。此时,计算出各个阶段的时延Di并将Di送入 质量评价单元进行质量评价。时延提取过程中可能会出现某个单元不存在的情况,当此种情况出现时可以将记录的时间设置为前一事件记录的系统时间,对应的时延也设置为0。例如,当没有检测到第一个图片HTTP GET请求的最后一个响应报文时,则t4=t3,t5=t3,且设置D3=0,D4=0。When the access network performs evaluation, after the access network detects the HTTP GET request of a certain URL, the network packet capture and analysis unit notifies the delay extraction unit to record the system time t 1 , and the network packet capture and analysis unit is the access network. An existing software function unit, the delay extraction unit can be regarded as a software function unit of S101; after detecting the first response message of the HTTP GET of the URL, notifying the delay extraction unit to record the system time t 2 ; Upon monitoring the second HTTP GET request, the last response message of the first picture HTTP GET request and the end of the entire web page transmission respectively notify the delay extraction unit to record the system times t 3 , t 4 and t 5 . At this time, the time delay D i of each stage is calculated and D i is sent to the quality evaluation unit for quality evaluation. During the delay extraction process, a certain unit may not exist. When this occurs, the recording time can be set to the system time recorded by the previous event, and the corresponding delay is also set to 0. For example, when the last response message of the first picture HTTP GET request is not detected, then t 4 = t 3 , t 5 = t 3 , and D 3 =0, D 4 =0 is set.
本实施例的时延提取单元于接入网关,通过包分析得到各传输包的时间戳和类型信息,进而获得各个阶段的加载时延Di,i=1,2,3,4。The time delay extraction unit of the embodiment obtains the timestamp and type information of each transport packet by using packet analysis, and further obtains the loading delays D i , i=1, 2, 3, 4 of each stage.
若网页中不存在流程中的部分内容,则在流程中跳过该判断,将其对应记录的时间设置为前一判断时记录的时间并将时延设置为0。例如当网页中没有文字时则跳过对文字显示结束的判断并设置t3=t2,D2=0。If there is no part of the content in the webpage, the judgment is skipped in the flow, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0. For example, when there is no text in the web page, the judgment of the end of the text display is skipped and t 3 = t 2 is set , and D 2 =0.
在时延提取结束后,将各时延数据依次通过图3中虚线框内的浏览质量评价,分阶段进行质量评价。各阶段内的评价模型通式如公式(1)所示。After the delay extraction is completed, each time delay data is sequentially passed through the browsing quality evaluation in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages. The evaluation model in each stage is as shown in formula (1).
各个阶段的起始currentScore=5,即本发明也可以简化各阶段间的评价相互独立,其中t=D。也可以增加一个时延阈值Tthreshold=5s,即认为在阶段内当时延大于5s时用户会采取中断浏览的操作,此时取MOS分为最小值(如0)。The initial currentScore=5 of each stage, that is, the present invention can also simplify the evaluation of each stage independently of each other, where t=D. It is also possible to add a delay threshold T threshold = 5 s, that is, the user will take an interrupt browsing operation when the time delay is greater than 5 s in the phase, and the MOS is divided into a minimum value (such as 0).
以在web服务器监测业务网络服务来进一步描述本发明的评价方法。将评价过程分为时延提取和浏览质量评价。首先于web服务器中提取四个阶段的时延数据,再将提取的时延数据送入各阶段的评价模型进行质量评价。The evaluation method of the present invention is further described by monitoring a business network service at a web server. The evaluation process is divided into time delay extraction and browsing quality evaluation. Firstly, four stages of delay data are extracted from the web server, and the extracted delay data is sent to the evaluation models of each stage for quality evaluation.
在评价过程中,各个单元的交互过程如图10所示。In the evaluation process, the interaction process of each unit is as shown in FIG.
在web服务器进行评价时,当其收到第一个HTTP GET请求时,服务器通知时延提取单元记录系统时间t1;当服务器发送完主文件中包含标题部分的响应后通知时延提取单元记录系统时间t2;随后在监测到下一个HTTP GET请求,第一个可显示对象和整个网页传输结束时分别通知时延提取单元记录系统时间t3,t4和t5。此时,计算出各个阶段的时延Di并将Di送入质量评价单元进行质量评价。时延提取过程中可能会出现某个单元不存在的情况,当此种情况出现时可以将记录的时间设置为前一事件记录的系统时间,对应的时延也设置为0。例如,当没有检测到可显示对象的GET请求时,则t4=t3,t5=t3,且设置D3=0,D4=0。When the web server performs the evaluation, when it receives the first HTTP GET request, the server notifies the delay extraction unit to record the system time t 1 ; when the server sends the response containing the header portion in the main file, the delay extraction unit records are notified. System time t 2 ; then the delay extraction unit is notified of the system time t 3 , t 4 and t 5 , respectively, upon monitoring the next HTTP GET request, the first displayable object and the end of the entire web page transmission. At this time, the time delay D i of each stage is calculated and D i is sent to the quality evaluation unit for quality evaluation. During the delay extraction process, a certain unit may not exist. When this occurs, the recording time can be set to the system time recorded by the previous event, and the corresponding delay is also set to 0. For example, when a GET request for a displayable object is not detected, then t 4 = t 3 , t 5 = t 3 , and D 3 =0, D 4 =0 is set.
本实施例时延提取单元于web服务器内,通过对发送过程的分析获得各 个阶段的加载时延Di,i=1,2,3,4。In this embodiment, the delay extraction unit obtains the loading delays D i , i=1, 2, 3, 4 of each stage by analyzing the sending process in the web server.
若用户请求的网页中不存在流程中的部分内容,则在流程中跳过对该部分的判断,将其对应记录的时间设置为前一判断时记录的时间并将时延设置为0。例如当被请求的网页中没有文字时则跳过对文字显示结束的判断并设置t3=t2,D2=0。If there is no part of the process in the webpage requested by the user, the judgment of the part is skipped in the process, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0. For example, when there is no text in the requested web page, the judgment of the end of the text display is skipped and t 3 = t 2 is set , and D 2 =0.
在时延提取结束后,将各时延数据依次通过图3中虚线框内的浏览质量评价,分阶段进行质量评价。各阶段内的评价模型通式如公式(1)所示。After the delay extraction is completed, each time delay data is sequentially passed through the browsing quality evaluation in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages. The evaluation model in each stage is as shown in formula (1).
第一阶段的起始currentScore=5,其余各阶段的currentScore起始值为前一阶段结束时的f(t),其中t=D。也可以增加一个时延阈值Tthreshold=5s,即认为在阶段内当时延大于5s时用户会采取中断浏览的操作,此时取MOS分为最小值(如0)。The initial phase of the first phase is currentScore=5, and the currentScore starting values of the remaining phases are f(t) at the end of the previous phase, where t=D. It is also possible to add a delay threshold T threshold = 5 s, that is, the user will take an interrupt browsing operation when the time delay is greater than 5 s in the phase, and the MOS is divided into a minimum value (such as 0).
请参阅图11,为本发明实施例提供的另一种业务网络服务体验质量自动评价方法的流程图,该方法包括以下步骤:FIG. 11 is a flowchart of another method for automatically evaluating an experience quality of a service network service according to an embodiment of the present invention. The method includes the following steps:
步骤S201,获取业务网络服务的至少一个响应阶段的响应时延。Step S201: Acquire a response delay of at least one response phase of the service network service.
一个网络业务可以划分为多个响应阶段,每个响应阶段的响应时延反映了该阶段用户的体验质量。A network service can be divided into multiple response phases, and the response delay of each response phase reflects the quality of experience of users at this stage.
步骤S202,根据每个响应阶段的响应时延,获取每个响应阶段的体验质量值及加权值,所述加权值为根据所述每个响应阶段的响应时延对每个响应阶段的体验质量值的影响程度所分配的权值。Step S202: Acquire an experience quality value and a weighting value for each response phase according to a response delay of each response phase, where the weighting value is an experience quality according to a response delay of each response phase for each response phase. The weight of the value affected by the assigned value.
网络业务中的各个响应阶段对用户的体验影响程度并不都相同,每个响应阶段内不同的响应时延对用户的体验影响也不相同,因此,根据每个响应阶段的响应时延,可以获取每个响应阶段的体验质量值及加权值,该加权值为根据每个响应阶段的响应时延对每个响应阶段的体验质量值的影响程度所分配的权值。The impact of each response phase of the network service on the user experience is not the same. Different response delays in each response phase have different impacts on the user experience. Therefore, according to the response delay of each response phase, Obtaining an experience quality value and a weighting value for each response phase, the weighting value being a weight assigned according to the degree of influence of the response delay of each response phase on the quality of experience value of each response phase.
步骤S203,根据每个响应阶段的加权值,获取每个响应阶段的体验质量值的加权和,作为所述业务网络服务的体验质量值。Step S203: Acquire a weighted sum of the quality of experience values of each response phase according to the weighting value of each response phase, as the quality of experience value of the service network service.
若在要求计算复杂度较低的应用场合,可以将评价过程简化为各阶段各自质量评价的范数: If an application with a low computational complexity is required, the evaluation process can be simplified to the norm for each stage of quality evaluation at each stage:
MOS=||ω·segment_MOSi||p     (3)MOS=||ω·segment_MOS i || p (3)
当上式中p=1时,MOS值即为各段体验值的加权和。ω为依据各个响应阶段影响程度所分配的加权值。When p=1 in the above equation, the MOS value is the weighted sum of the experience values of the segments. ω is a weighted value assigned according to the degree of influence of each response phase.
根据本发明实施例提供的一种业务网络服务体验质量自动评价方法,通过将业务网络服务划分为多个响应阶段,获取每个响应阶段的响应时延,然后根据响应阶段及该阶段的响应时延选取合适的加权值,将每个响应阶段的体验质量值的加权和,作为所述业务网络服务的体验质量值,从用户感知的角度动态的评价用户的浏览体验,不仅考虑了业务不同响应阶段对体验的影响,而且考虑了上一阶段体验影响传递到下一阶段,从而能够更加准确地评价业务网络服务体验质量。According to an embodiment of the present invention, an automatic evaluation method for service network service experience quality is obtained by dividing a service network service into multiple response phases, obtaining a response delay of each response phase, and then responding according to the response phase and the response time of the phase The appropriate weighting value is selected, and the weighted sum of the quality of experience values of each response phase is used as the quality of experience value of the service network service, and the user's browsing experience is dynamically evaluated from the perspective of the user's perception, and not only the different responses of the service are considered. The impact of the stage on the experience, and considering the impact of the previous stage of experience transfer to the next stage, so that the quality of the service experience of the business network can be more accurately evaluated.
请参阅图12,为本发明实施例提供的一种业务网络服务体验质量自动评价系统的结构示意图,该系统1000包括:FIG. 12 is a schematic structural diagram of a service network service quality automatic evaluation system according to an embodiment of the present invention. The system 1000 includes:
时延提取单元11,用于获取业务网络服务的至少一个响应阶段的响应时延。The delay extraction unit 11 is configured to acquire a response delay of at least one response phase of the service network service.
一个网络业务可以划分为多个响应阶段,每个响应阶段的响应时延反映了该阶段用户的体验质量。A network service can be divided into multiple response phases, and the response delay of each response phase reflects the quality of experience of users at this stage.
可以根据响应监测的位置不同,确定获取响应时延的方式,例如,在用户设备的客户端上监测响应时延,可以由客户端获取每个响应阶段的响应时延;如果在接入网或核心网的任意网络节点上监测响应时延,可以由网络节点获取每个响应阶段的响应时延;如果在服务器监测响应时延,可以由服务器获取每个响应阶段的响应时延。如果该评价在客户端、网络节点或服务器进行,则由客户端、网络节点或服务器直接获取每个响应阶段的响应时延;如果该评价在一个单独的系统里进行,则从客户端、网络节点或服务器获取每个响应阶段的响应时延。The manner of obtaining the response delay may be determined according to the location of the response monitoring. For example, the response delay is monitored on the client of the user equipment, and the response delay of each response phase may be obtained by the client; if in the access network or The response delay is monitored on any network node of the core network, and the response delay of each response phase can be obtained by the network node; if the response delay is monitored by the server, the response delay of each response phase can be obtained by the server. If the evaluation is performed on a client, a network node, or a server, the response delay of each response phase is directly obtained by the client, the network node, or the server; if the evaluation is performed in a separate system, the slave, the network The node or server gets the response delay for each response phase.
选择单元12,用于根据每个响应阶段的响应时延,从每个响应阶段的至少一个体验质量评价函数中选择每个响应阶段的体验质量评价函数或评价函数的相关参数。 The selecting unit 12 is configured to select an experience quality evaluation function or a correlation parameter of the evaluation function for each response stage from at least one experience quality evaluation function of each response stage according to a response delay of each response stage.
网络业务中的各个响应阶段对用户的体验影响程度并不都相同,每个响应阶段内不同的响应时延对用户的体验影响也不相同,因此,要求在各响应阶段根据每个响应阶段的响应时延,从每个响应阶段的一个或多个体验质量评价函数中选择该响应阶段的体验质量评价函数,或使用不同的评价函数的相关参数,以符合用户的感知特征。The impact of each response phase in the network service on the user experience is not the same. Different response delays in each response phase have different impacts on the user experience. Therefore, it is required to be based on each response phase in each response phase. In response to the delay, the quality of experience evaluation function of the response stage is selected from one or more quality of experience evaluation functions of each response stage, or related parameters of different evaluation functions are used to conform to the perceived characteristics of the user.
质量评价单元13,用于根据每个响应时延、以及上一个响应阶段的体验质量值,通过所选择的体验质量评价函数,获得每个响应阶段的体验质量值。The quality evaluation unit 13 is configured to obtain an experience quality value for each response phase by using the selected experience quality evaluation function according to each response delay and the quality of experience value of the previous response phase.
利用影响累加的思想,随时刻动态评价每个响应阶段用户的体验质量。体验质量评价函数是与上一个响应阶段的体验质量值和每个响应时延相关的函数。Using the thoughts that influence the accumulation, the user's experience quality in each response stage is dynamically evaluated at any time. The experience quality evaluation function is a function related to the quality of experience value and the response delay of each previous response stage.
质量评价单元13还用于将上一个响应阶段的体验质量值作为当前响应阶段的初始体验质量值,重复上述每个响应阶段的体验质量值的获得,直至获得最后一个响应阶段的体验质量值,作为所述业务网络服务的体验质量值。The quality evaluation unit 13 is further configured to use the quality of experience value of the previous response phase as the initial quality of experience value of the current response phase, and repeat the obtaining of the quality of experience value of each of the response phases until the quality of experience value of the last response phase is obtained. The quality of experience value as the service network service.
每个响应阶段体验质量值的初始值均为前一阶段结束时的体验质量值。最后一个响应阶段结束后输出的质量体验值即为最终的体验质量值,作为整个业务网络服务的体验质量值。The initial value of the quality value of each response phase is the quality of experience value at the end of the previous phase. The quality experience value output after the last response phase is the final quality of experience value as the quality of experience value for the entire service network service.
如图3所示的业务网络服务体验质量自动评价过程示意图,其包括四个响应阶段,第四阶段输出的质量体验值即为最终的体验质量值,也可以根据需要,分别输出各响应阶段结束时的体验质量值。MOS(Mean Opinion Score),是目前使用得最广泛的一种主观评定方法,评分范围是1到5分。如图4所示的5分制评价准则示意图,评价中可以使用国际上常用的5分制评价标准,按照体验感受划分为5个等级。The schematic diagram of the automatic evaluation process of the service network service experience quality shown in FIG. 3 includes four response phases, and the quality experience value outputted in the fourth phase is the final experience quality value, and may also output the end of each response phase according to needs. The quality of the experience. MOS (Mean Opinion Score) is one of the most widely used subjective assessment methods, with a score range of 1 to 5. As shown in the schematic diagram of the 5-point evaluation criteria shown in Figure 4, the internationally used 5-point evaluation criteria can be used in the evaluation, and divided into five levels according to the experience experience.
根据本发明实施例提供的一种业务网络服务体验质量自动评价系统,通过将业务网络服务划分为多个响应阶段,获取每个响应阶段的响应时延,然后根据响应阶段及该阶段的响应时延选取合适的体验质量评价函数,所选取的体验质量评价函数根据将上一阶段体验质量和本响应阶段的响应时延对本阶段结束时的体验质量进行评估,依次获得各个响应阶段的体验质量值,并将最后一个响应阶段结束时的体验质量值作为业务网络服务的体验质量值,从用户感知的角度动态的评价用户的浏览体验,不仅考虑了业务不同响应阶段对体验的影 响,而且考虑了上一阶段体验影响传递到下一阶段,从而能够更加准确地评价业务网络服务体验质量。According to an embodiment of the present invention, a service network service experience quality automatic evaluation system obtains a response delay of each response phase by dividing the service network service into multiple response phases, and then according to the response phase and the response time of the phase The appropriate quality of experience evaluation function is selected, and the selected quality of experience evaluation function evaluates the quality of experience at the end of the stage according to the quality of the previous stage and the response delay of the response stage, and sequentially obtains the quality of experience value of each response stage. And the quality of experience value at the end of the last response phase is taken as the quality of experience value of the service network service, and the user's browsing experience is dynamically evaluated from the perspective of the user's perception, not only considering the impact of the different response phases of the service on the experience. It also considers the impact of the previous stage of the experience transfer to the next stage, so that the quality of the service experience of the business network can be more accurately evaluated.
下面以在用户设备的客户端进行评价监测为例进一步描述该评价系统。实施例将评价过程分为时延提取和浏览质量评价两个部分。首先于客户端(如浏览器)中提取四个阶段的时延数据,再将提取的时延数据送入各阶段的评价模型进行质量评价。具体的,在评价过程中,各个单元的交互过程如图7所示。The evaluation system is further described below by taking evaluation monitoring at the client of the user equipment as an example. The embodiment divides the evaluation process into two parts: delay extraction and browsing quality evaluation. First, four stages of delay data are extracted from the client (such as a browser), and the extracted delay data is sent to the evaluation models of each stage for quality evaluation. Specifically, in the evaluation process, the interaction process of each unit is as shown in FIG. 7.
请参阅图13所示的一个时延提取单元11的结构示意图,时延提取单元11包括:第一记录单元111,用于当监测到用户输入URL并提交后,浏览器解析单元通知时延提取单元记录系统时间t1,在这里,浏览器解析单元是浏览器现有的一个单元;第一记录单元111还用于当其加载完标题时通知时延提取单元记录系统时间t2;第一记录单元111还用于在文字加载结束,首个可显示内容加载结束和整个网页加载结束时分别通知时延提取单元记录系统时间t3,t4和t5。此时,第一获取单元112用于计算出各个阶段的时延Di并将Di送入质量评价单元13进行质量评价。时延提取过程中可能会出现某个单元不存在的情况,当此种情况出现时可以将记录的时间设置为前一事件记录的系统时间,对应的时延也设置为0。例如,当网页内只有文字信息时,则t4=t3,t5=t3,且设置D3=0,D4=0。Referring to the structure of a delay extraction unit 11 shown in FIG. 13, the delay extraction unit 11 includes: a first recording unit 111, configured to notify the delay extraction of the browser parsing unit after the user input URL is detected and submitted. The unit records the system time t 1 , where the browser parsing unit is an existing unit of the browser; the first recording unit 111 is further configured to notify the delay extracting unit to record the system time t 2 when the title is loaded; The recording unit 111 is further configured to notify the delay extraction unit to record the system times t 3 , t 4 and t 5 respectively at the end of the text loading, the end of the first displayable content loading and the end of the entire web page loading. At this time, the first acquisition unit 112 is configured to calculate the delay D i of each stage and send D i to the quality evaluation unit 13 for quality evaluation. During the delay extraction process, a certain unit may not exist. When this occurs, the recording time can be set to the system time recorded by the previous event, and the corresponding delay is also set to 0. For example, when there is only text information in the web page, then t 4 = t 3 , t 5 = t 3 , and D 3 =0, D 4 =0 is set.
本实施例将网页加载过程分为四个阶段,分别为:1、网页标题加载;2、网页内文字加载;3、页面内首个可显示对象加载;4、其余对象加载。时延提取单元于客户端(如浏览器)内,通过对加载过程的分析获得各个阶段的加载时延Di,i=1,2,3,4。由于建立链接的时间很短,所以在这里可以忽略建立链接的时延。In this embodiment, the webpage loading process is divided into four stages, namely: 1. loading of the webpage title; 2. loading of the text in the webpage; 3. loading of the first displayable object in the webpage; 4. loading of the remaining objects. The delay extraction unit obtains the loading delays D i , i=1, 2, 3, 4 of each stage by analyzing the loading process in a client (such as a browser). Since the time to establish a link is very short, the delay for establishing a link can be ignored here.
若网页中不存在流程中的部分内容,则在流程中跳过该判断,将其对应记录的时间设置为前一判断时记录的时间并将时延设置为0。例如当网页中没有文字时则跳过对文字显示结束的判断并设置t3=t2,D2=0。If there is no part of the content in the webpage, the judgment is skipped in the flow, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0. For example, when there is no text in the web page, the judgment of the end of the text display is skipped and t 3 = t 2 is set , and D 2 =0.
在时延提取结束后,将各时延数据依次通过图3中虚线框内的浏览质量评价单元,分阶段进行质量评价。选择单元12在如公式(1)所示的各阶段内的评价模型通式选择合适的体验质量评价函数。 After the delay extraction is completed, each time delay data is sequentially passed through the browsing quality evaluation unit in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages. The selection unit 12 selects an appropriate experience quality evaluation function in the evaluation model formula in each stage as shown in the formula (1).
第一阶段的起始currentScore=5,其余各阶段的currentScore起始值为前一阶段结束时的f(t),其中t=D。也可以增加一个时延阈值Tthreshold=5s,即认为在阶段内当时延大于5s时用户会采取中断浏览的操作,此时取MOS分为最小值(如0)。一组可用的参数的值如表1所示。The initial phase of the first phase is currentScore=5, and the currentScore starting values of the remaining phases are f(t) at the end of the previous phase, where t=D. It is also possible to add a delay threshold T threshold = 5 s, that is, the user will take an interrupt browsing operation when the time delay is greater than 5 s in the phase, and the MOS is divided into a minimum value (such as 0). The values of a set of available parameters are shown in Table 1.
例如,用户感知在第一阶段很短的时延T1内并没有受到的影响,currentScore保持在5分。当时延大于0.4s时,由于用户在该阶段不存在体验提高的过程,所以T2 1=T1 1,currentScore将直接进入下降的过程。时延超过阈值Tthreshold=5s后用户体验立刻下降至0,即用户将离开浏览操作。图8展示了体验质量在第一阶段内的变化情况。For example, the user perceives that there is no impact in the short delay T 1 of the first phase, and the currentScore remains at 5 points. When the delay is greater than 0.4s, since the user does not experience the process of improvement at this stage, T 2 1 = T 1 1 , and currentScore will directly enter the descending process. After the delay exceeds the threshold T threshold = 5s, the user experience immediately drops to 0, that is, the user will leave the browsing operation. Figure 8 shows the changes in the quality of experience during the first phase.
以接入网监测业务网络服务来进一步描述本发明的评价系统。将评价过程分为时延提取和浏览质量评价。首先于接入网中提取四个阶段的时延数据,再将提取的时延数据送入各阶段的评价模型函数进行质量评价。The evaluation system of the present invention is further described by an access network monitoring service network service. The evaluation process is divided into time delay extraction and browsing quality evaluation. Firstly, four stages of delay data are extracted from the access network, and the extracted delay data is sent to the evaluation model function of each stage for quality evaluation.
具体的,在评价过程中,各个单元的交互过程如图9所示。Specifically, in the evaluation process, the interaction process of each unit is as shown in FIG. 9.
请参阅图14所示的另一个时延提取单元11的结构示意图,在接入网进行评价时,时延提取单元11包括:第二记录单元113,用于当接入网监测到某个URL的HTTP GET请求后,网络抓包和分析单元通知时延提取单元记录系统时间t1,网络抓包和分析单元是接入网现有的一个软件功能单元;第二记录单元113还用于当检测到该URL的HTTP GET的第一个响应报文后,通知时延提取单元记录系统时间t2;第二记录单元113还用于随后在监测到第二个HTTP GET的请求,在第一个图片HTTPGET请求的最后一个响应报文和整个网页传输结束时分别通知时延提取单元记录系统时间t3,t4和t5。此时,第二获取单元114用于计算出各个阶段的时延Di并将Di送入质量评价单元13进行质量评价。时延提取过程中可能会出现某个单元不存在的情况,当此种情况出现时可以将记录的时间设置为前一事件记录的系统时间,对应的时延也设置为0。例如,当没有检测到第一个图片GET请求时,则t4=t3,t5=t3,且设置D3=0,D4=0。Referring to the structure of another delay extraction unit 11 shown in FIG. 14, when the access network performs evaluation, the delay extraction unit 11 includes: a second recording unit 113, configured to detect a certain URL when the access network detects After the HTTP GET request, the network packet capture and analysis unit notifies the delay extraction unit to record the system time t 1 , and the network packet capture and analysis unit is an existing software function unit of the access network; the second recording unit 113 is also used to After detecting the first response message of the HTTP GET of the URL, the notification delay extraction unit records the system time t 2 ; the second recording unit 113 is further configured to subsequently monitor the second HTTP GET request, at the first The last response message of the picture HTTP GET request and the end of the entire web page transmission are respectively notified to the delay extraction unit to record the system times t 3 , t 4 and t 5 . At this time, the second acquisition unit 114 is configured to calculate the delay D i of each stage and send D i to the quality evaluation unit 13 for quality evaluation. During the delay extraction process, a certain unit may not exist. When this occurs, the recording time can be set to the system time recorded by the previous event, and the corresponding delay is also set to 0. For example, when the first picture GET request is not detected, then t 4 = t 3 , t 5 = t 3 , and D 3 =0, D 4 =0 is set.
本实施例的时延提取单元11于接入网关,通过包分析得到各传输包的时间戳和类型信息,进而获得各个阶段的加载时延Di,i=1,2,3,4。 The time delay extracting unit 11 of the present embodiment obtains the timestamp and type information of each transport packet by using packet analysis, and obtains the loading delays D i , i=1, 2, 3, 4 of each stage.
若网页中不存在流程中的部分内容,则在流程中跳过该判断,将其对应记录的时间设置为前一判断时记录的时间并将时延设置为0。例如当网页中没有文字时则跳过对文字显示结束的判断并设置t3=t2,D2=0。If there is no part of the content in the webpage, the judgment is skipped in the flow, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0. For example, when there is no text in the web page, the judgment of the end of the text display is skipped and t 3 = t 2 is set , and D 2 =0.
在时延提取结束后,将各时延数据依次通过图3中虚线框内的浏览质量评价,分阶段进行质量评价。选择单元12在如公式(1)所示的各阶段内的评价模型通式选择合适的体验质量评价函数。After the delay extraction is completed, each time delay data is sequentially passed through the browsing quality evaluation in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages. The selection unit 12 selects an appropriate experience quality evaluation function in the evaluation model formula in each stage as shown in the formula (1).
各个阶段的起始currentScore=5,即本发明也可以简化各阶段间的评价相互独立,其中t=D。也可以增加一个时延阈值Tthreshold=5s,即认为在阶段内当时延大于5s时用户会采取中断浏览的操作,此时取MOS分为最小值(如0)。The initial currentScore=5 of each stage, that is, the present invention can also simplify the evaluation of each stage independently of each other, where t=D. It is also possible to add a delay threshold T threshold = 5 s, that is, the user will take an interrupt browsing operation when the time delay is greater than 5 s in the phase, and the MOS is divided into a minimum value (such as 0).
以在web服务器监测业务网络服务来进一步描述本发明的评价系统。将评价过程分为时延提取和浏览质量评价。首先于web服务器中提取四个阶段的时延数据,再将提取的时延数据送入各阶段的评价模型进行质量评价。The evaluation system of the present invention is further described in terms of monitoring a business network service at a web server. The evaluation process is divided into time delay extraction and browsing quality evaluation. Firstly, four stages of delay data are extracted from the web server, and the extracted delay data is sent to the evaluation models of each stage for quality evaluation.
在评价过程中,各个单元的交互过程如图10所示。In the evaluation process, the interaction process of each unit is as shown in FIG.
请参阅图15所示的又一个时延提取单元11的结构示意图,在web服务器进行评价时,时延提取单元11包括:第三记录单元115,用于当其收到第一个HTTP GET请求时,服务器通知时延提取单元记录系统时间t1;第三记录单元115还用于当服务器发送完主文件中包含标题部分的响应后通知时延提取单元记录系统时间t2;随后在监测到下一个HTTP GET请求,第三记录单元115还用于第一个可显示对象和整个网页传输结束时分别通知时延提取单元记录系统时间t3,t4和t5。此时,第三获取单元116用于计算出各个阶段的时延Di并将Di送入质量评价单元13进行质量评价。时延提取过程中可能会出现某个单元不存在的情况,当此种情况出现时可以将记录的时间设置为前一事件记录的系统时间,对应的时延也设置为0。例如,当没有检测到可显示对象的GET请求时,则t4=t3,t5=t3,且设置D3=0,D4=0。Referring to the structure diagram of another delay extraction unit 11 shown in FIG. 15, when the web server performs evaluation, the delay extraction unit 11 includes: a third recording unit 115, when it receives the first HTTP GET request. The server notifies the delay extraction unit to record the system time t 1 ; the third recording unit 115 is further configured to notify the delay extraction unit to record the system time t 2 after the server sends the response containing the header portion in the main file; The next HTTP GET request, the third recording unit 115 is also used to notify the delay extraction unit to record the system time t 3 , t 4 and t 5 respectively at the end of the first displayable object and the entire web page transmission. At this time, the third acquisition unit 116 is configured to calculate the delay D i of each stage and send D i to the quality evaluation unit 13 for quality evaluation. During the delay extraction process, a certain unit may not exist. When this occurs, the recording time can be set to the system time recorded by the previous event, and the corresponding delay is also set to 0. For example, when a GET request for a displayable object is not detected, then t 4 = t 3 , t 5 = t 3 , and D 3 =0, D 4 =0 is set.
本实施例时延提取单元于web服务器内,通过对发送过程的分析获得各个阶段的加载时延Di,i=1,2,3,4。In this embodiment, the delay extraction unit obtains the loading delays D i , i=1, 2, 3, 4 of each stage by analyzing the sending process in the web server.
若用户请求的网页中不存在流程中的部分内容,则在流程中跳过对该部分的判断,将其对应记录的时间设置为前一判断时记录的时间并将时延设置为0。例如当被请求的网页中没有文字时则跳过对文字显示结束的判断并设置 t3=t2,D2=0。If there is no part of the process in the webpage requested by the user, the judgment of the part is skipped in the process, and the time of the corresponding record is set to the time recorded in the previous judgment and the delay is set to 0. For example, when there is no text in the requested web page, the judgment of the end of the text display is skipped and t 3 = t 2 and D 2 =0 are set.
在时延提取结束后,将各时延数据依次通过图3中虚线框内的浏览质量评价,分阶段进行质量评价。选择单元12在如公式(1)所示的各阶段内的评价模型通式选择合适的体验质量评价函数。After the delay extraction is completed, each time delay data is sequentially passed through the browsing quality evaluation in the dotted line frame in FIG. 3, and the quality evaluation is performed in stages. The selection unit 12 selects an appropriate experience quality evaluation function in the evaluation model formula in each stage as shown in the formula (1).
第一阶段的起始currentScore=5,其余各阶段的currentScore起始值为前一阶段结束时的f(t),其中t=D。也可以增加一个时延阈值Tthreshold=5s,即认为在阶段内当时延大于5s时用户会采取中断浏览的操作,此时取MOS分为最小值(如0)。The initial phase of the first phase is currentScore=5, and the currentScore starting values of the remaining phases are f(t) at the end of the previous phase, where t=D. It is also possible to add a delay threshold T threshold = 5 s, that is, the user will take an interrupt browsing operation when the time delay is greater than 5 s in the phase, and the MOS is divided into a minimum value (such as 0).
请参阅图16,为本发明实施例提供的另一种业务网络服务体验质量自动评价系统的结构示意图,该系统2000包括:FIG. 16 is a schematic structural diagram of another service network service quality automatic evaluation system according to an embodiment of the present invention. The system 2000 includes:
时延提取单元21,用于获取业务网络服务的至少一个响应阶段的响应时延。The delay extraction unit 21 is configured to acquire a response delay of at least one response phase of the service network service.
一个网络业务可以划分为多个响应阶段,每个响应阶段的响应时延反映了该阶段用户的体验质量。A network service can be divided into multiple response phases, and the response delay of each response phase reflects the quality of experience of users at this stage.
获取单元22,用于根据每个响应阶段的响应时延,获取每个响应阶段的体验质量值及加权值,所述加权值为根据所述每个响应阶段的响应时延对每个响应阶段的体验质量值的影响程度所分配的权值。The obtaining unit 22 is configured to obtain an experience quality value and a weighting value for each response phase according to a response delay of each response phase, where the weighting value is according to a response delay of each of the response phases for each response phase The weight of the experience quality value is assigned to the degree of influence.
网络业务中的各个响应阶段对用户的体验影响程度并不都相同,每个响应阶段内不同的响应时延对用户的体验影响也不相同,因此,根据每个响应阶段的响应时延,可以获取每个响应阶段的体验质量值及加权值,该加权值为根据每个响应阶段的响应时延对每个响应阶段的体验质量值的影响程度所分配的权值。The impact of each response phase of the network service on the user experience is not the same. Different response delays in each response phase have different impacts on the user experience. Therefore, according to the response delay of each response phase, Obtaining an experience quality value and a weighting value for each response phase, the weighting value being a weight assigned according to the degree of influence of the response delay of each response phase on the quality of experience value of each response phase.
质量评价单元23,用于根据每个响应阶段的加权值,获取每个响应阶段的体验质量值的加权和,作为所述业务网络服务的体验质量值。The quality evaluation unit 23 is configured to obtain, according to the weighting value of each response phase, a weighted sum of the quality of experience values of each response phase as the quality of experience value of the service network service.
若在要求计算复杂度较低的应用场合,可以将评价过程简化为各阶段各自质量评价的范数:If an application with a low computational complexity is required, the evaluation process can be simplified to the norm for each stage of quality evaluation at each stage:
MOS=||ω·segment_MOSi||p     (3) MOS=||ω·segment_MOS i || p (3)
当上式中p=1时,MOS值即为各段体验值的加权和。ω为依据各个响应阶段影响程度所分配的加权值。When p=1 in the above equation, the MOS value is the weighted sum of the experience values of the segments. ω is a weighted value assigned according to the degree of influence of each response phase.
根据本发明实施例提供的一种业务网络服务体验质量自动评价系统,通过将业务网络服务划分为多个响应阶段,获取每个响应阶段的响应时延,然后根据响应阶段及该阶段的响应时延选取合适的加权值,将每个响应阶段的体验质量值的加权和,作为所述业务网络服务的体验质量值,从用户感知的角度动态的评价用户的浏览体验,不仅考虑了业务不同响应阶段对体验的影响,而且考虑了上一阶段体验影响传递到下一阶段,从而能够更加准确地评价业务网络服务体验质量。According to an embodiment of the present invention, a service network service experience quality automatic evaluation system obtains a response delay of each response phase by dividing the service network service into multiple response phases, and then according to the response phase and the response time of the phase The appropriate weighting value is selected, and the weighted sum of the quality of experience values of each response phase is used as the quality of experience value of the service network service, and the user's browsing experience is dynamically evaluated from the perspective of the user's perception, and not only the different responses of the service are considered. The impact of the stage on the experience, and considering the impact of the previous stage of experience transfer to the next stage, so that the quality of the service experience of the business network can be more accurately evaluated.
需要说明的是,对于前述的各方法实施例,为了简单描述,故将其都表述为一系列的动作组合,但是本领域技术人员应该知悉,本发明并不受所描述的动作顺序的限制,因为根据本发明,某些步骤可以采用其他顺序或者同时进行。其次,本领域技术人员也应该知悉,说明书中所描述的实施例均属于优选实施例,所涉及的动作和单元并不一定是本发明所必须的。It should be noted that, for the foregoing method embodiments, for the sake of simple description, they are all expressed as a series of action combinations, but those skilled in the art should understand that the present invention is not limited by the described action sequence. Because certain steps may be performed in other sequences or concurrently in accordance with the present invention. In the following, those skilled in the art should also understand that the embodiments described in the specification are all preferred embodiments, and the actions and units involved are not necessarily required by the present invention.
在上述实施例中,对各个实施例的描述都各有侧重,某个实施例中没有详述的部分,可以参见其他实施例的相关描述。In the above embodiments, the descriptions of the various embodiments are different, and the details that are not detailed in a certain embodiment can be referred to the related descriptions of other embodiments.
通过以上的实施方式的描述,所属领域的技术人员可以清楚地了解到本发明可以用硬件实现,或固件实现,或它们的组合方式来实现。当使用软件实现时,可以将上述功能存储在计算机可读介质中或作为计算机可读介质上的一个或多个指令或代码进行传输。计算机可读介质包括计算机存储介质和通信介质,其中通信介质包括便于从一个地方向另一个地方传送计算机程序的任何介质。存储介质可以是计算机能够存取的任何可用介质。以此为例但不限于:计算机可读介质可以包括随机存取存储器(Random Access Memory,RAM)、只读存储器(Read-Only Memory,ROM)、电可擦可编程只读存储器(Electrically Erasable Programmable Read-Only Memory,EEPROM)、只读光盘(Compact Disc Read-Only Memory,CD-ROM)或其他光盘存储、磁盘存储介质或者其他磁存储设备、或者能够用于携带或存储具有指令或数据结构形式的期望的程序代码并能够由计算机存取的任何其他介质。此外。任何连接可以适当的成为计算机可读介质。例如,如果软件是使用同轴电缆、光纤光缆、双绞线、数字用户线 (Digital Subscriber Line,DSL)或者诸如红外线、无线电和微波之类的无线技术从网站、服务器或者其他远程源传输的,那么同轴电缆、光纤光缆、双绞线、DSL或者诸如红外线、无线和微波之类的无线技术包括在所属介质的定影中。如本发明所使用的,盘(Disk)和碟(disc)包括压缩光碟(CD)、激光碟、光碟、数字通用光碟(DVD)、软盘和蓝光光碟,其中盘通常磁性的复制数据,而碟则用激光来光学的复制数据。上面的组合也应当包括在计算机可读介质的保护范围之内。Through the description of the above embodiments, those skilled in the art can clearly understand that the present invention can be implemented in hardware, firmware implementation, or a combination thereof. When implemented in software, the functions described above may be stored in or transmitted as one or more instructions or code on a computer readable medium. Computer readable media includes both computer storage media and communication media including any medium that facilitates transfer of a computer program from one location to another. A storage medium may be any available media that can be accessed by a computer. For example, but not limited to, the computer readable medium may include a random access memory (RAM), a read-only memory (ROM), and an electrically erasable programmable read-only memory (Electrically Erasable Programmable). Read-Only Memory (EEPROM), Compact Disc Read-Only Memory (CD-ROM) or other optical disc storage, disk storage media or other magnetic storage devices, or can be used to carry or store an instruction or data structure. The desired program code and any other medium that can be accessed by the computer. Also. Any connection may suitably be a computer readable medium. For example, if the software is using coaxial cable, fiber optic cable, twisted pair, digital subscriber line (Digital Subscriber Line, DSL) or wireless technology such as infrared, radio and microwave transmission from a website, server or other remote source, then coaxial cable, fiber optic cable, twisted pair, DSL or such as infrared, wireless and microwave Wireless technologies such as those included in the fixing of the associated medium. As used in the present invention, a disk and a disc include a compact disc (CD), a laser disc, a compact disc, a digital versatile disc (DVD), a floppy disk, and a Blu-ray disc, wherein the disc is usually magnetically copied, and the disc is The laser is used to optically replicate the data. Combinations of the above should also be included within the scope of the computer readable media.
总之,以上所述仅为本发明技术方案的较佳实施例而已,并非用于限定本发明的保护范围。凡在本发明的精神和原则之内,所作的任何修改、等同替换、改进等,均应包含在本发明的保护范围之内。 In summary, the above description is only a preferred embodiment of the technical solution of the present invention, and is not intended to limit the scope of the present invention. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and scope of the present invention are intended to be included within the scope of the present invention.

Claims (16)

  1. 一种业务网络服务体验质量自动评价方法,其特征在于,包括:An automatic evaluation method for service network service experience quality, characterized in that:
    获取业务网络服务的至少一个响应阶段的响应时延;Obtaining a response delay of at least one response phase of the service network service;
    根据每个响应阶段的响应时延评价评价,从每个响应阶段的至少一个体验质量评价函数中选择每个响应阶段的体验质量评价函数或评价函数的相关参数;Selecting, according to the response delay evaluation evaluation of each response stage, the relevant parameters of the experience quality evaluation function or the evaluation function of each response stage from at least one experience quality evaluation function of each response stage;
    根据每个响应时延、以及上一个响应阶段的体验质量值,通过所选择的体验质量评价函数,获得每个响应阶段的体验质量值;Obtaining an experience quality value for each response phase by using the selected quality of experience evaluation function according to each response delay and the quality of experience value of the previous response phase;
    将上一个响应阶段的体验质量值作为当前响应阶段的初始体验质量值,重复上述每个响应阶段的体验质量值的获得步骤,直至获得最后一个响应阶段的体验质量值,作为所述业务网络服务的体验质量值。Using the quality of experience value of the previous response phase as the initial quality of experience value of the current response phase, repeating the obtaining step of the quality of experience value for each of the response phases, until the quality of experience value of the last response phase is obtained, as the service network service The quality of the experience.
  2. 如权利要求1所述的方法,其特征在于,第一个响应阶段的初始体验质量值采用系统预先配置的初始值。The method of claim 1 wherein the initial quality of experience value of the first response phase is an initial value of the system pre-configured.
  3. 如权利要求1或2所述的方法,其特征在于,所述每个响应阶段的至少一个体验质量评价函数包括:The method of claim 1 or 2, wherein the at least one quality of experience evaluation function for each of the response stages comprises:
    Figure PCTCN2015093781-appb-100001
    Figure PCTCN2015093781-appb-100001
    其中,fi(t)为第i个响应阶段的体验质量值,T1 i、T2 i、T3 i为第i个响应阶段内的三个时间阈值参数,用于评价函数和参数的选择,currentScore为上一个响应阶段的体验质量值fi-1(t)。Where f i (t) is the quality of experience value of the i-th response phase, and T 1 i , T 2 i , T 3 i are three time threshold parameters in the i-th response phase for evaluating functions and parameters Select, currentScore is the quality of experience value f i-1 (t) of the previous response phase.
  4. 如权利要求3所述的方法,其特征在于,所述fi(t)具体为: The method of claim 3 wherein said f i (t) is:
    Figure PCTCN2015093781-appb-100002
    Figure PCTCN2015093781-appb-100002
    其中,a1、b1、c1、a2、b2、c2、d为同一响应阶段内的体验质量评价的相关参数,不同响应阶段的体验质量评价参数不同或相同。Wherein, a 1 , b 1 , c 1 , a 2 , b 2 , c 2 , and d are related parameters of the experience quality evaluation in the same response phase, and the experience quality evaluation parameters in different response phases are different or the same.
  5. 如权利要求1-4任意一项所述的方法,其特征在于,所述获取网络服务的至少一个响应阶段的响应时延,包括:The method according to any one of claims 1 to 4, wherein the obtaining a response delay of at least one response phase of the network service comprises:
    当客户端检测到URL的提交请求时,记录系统时间t1When the client detects the submit request of the URL, the system time t 1 is recorded;
    当所述客户端检测到加载标题结束时,记录系统时间t2When the client detects the end of the loading title, the system time t 2 is recorded;
    当所述客户端检测到加载文字结束时,记录系统时间t3When the client detects the end of the loaded text, the system time t 3 is recorded;
    当所述客户端检测到加载页面内首个可显示内容结束时,记录系统时间t4When the client detects the end of the first displayable content in the loading page, the system time t 4 is recorded;
    当所述客户端检测到加载其余可显示内容结束时,记录系统时间t5When the client detects the end of loading the remaining displayable content, the system time t 5 is recorded;
    获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4Obtaining response delays of the respective response phases, the response delays of the respective response phases are D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
  6. 如权利要求1-4任意一项所述的方法,其特征在于,所述获取网络服务的至少一个响应阶段的响应时延,包括:The method according to any one of claims 1 to 4, wherein the obtaining a response delay of at least one response phase of the network service comprises:
    当在接入网或核心网的任意网络节点检测到URL的HTTP GET请求时,记录系统时间t1When the HTTP GET request for the URL is detected at any network node of the access network or the core network, the system time t 1 is recorded;
    当所述网络节点检测到所述URL的HTTP GET的第一个响应报文后,记录系统时间t2After the network node detects the first response message of the HTTP GET of the URL, the system time t 2 is recorded;
    当所述网络节点检测到第二个HTTP GET的请求后,记录系统时间t3After the network node detects the second HTTP GET request, the system time t 3 is recorded;
    当所述网络节点检测到第一个图片HTTP GET请求的最后一个响应报文后,记录系统时间t4After the network node detects the last response message of the first picture HTTP GET request, the system time t 4 is recorded;
    当所述网络节点检测到整个网页传输完毕后,记录系统时间t5When the network node detects that the entire page transfer is completed, the system records the time t 5;
    获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4Obtaining response delays of the respective response phases, the response delays of the respective response phases are D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
  7. 如权利要求1-4任意一项所述的方法,其特征在于,所述获取网络服务的至少一个响应阶段的响应时延,包括:The method according to any one of claims 1 to 4, wherein the obtaining a response delay of at least one response phase of the network service comprises:
    当业务服务器接收到第一个HTTP GET请求后,记录系统时间t1After the service server receives the first HTTP GET request, the system time t 1 is recorded;
    当所述业务服务器发送完主文件中包含标题部分的响应后,记录系统时间t2After the service server sends the response containing the header portion in the main file, the system time t 2 is recorded;
    当所述业务服务器接收到下一个HTTP GET请求后,记录系统时间t3After the service server receives the next HTTP GET request, the system time t 3 is recorded;
    当所述业务服务器对第一个可显示对象发送结束后,记录系统时间t4After the service server sends the end of the first displayable object, the system time t 4 is recorded;
    当所述业务服务器全部响应结束时,记录系统时间t5When the service server ends all responses, the system time t 5 is recorded;
    获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4Obtaining response delays of the respective response phases, the response delays of the respective response phases are D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
  8. 一种业务网络服务体验质量自动评价方法,其特征在于,包括:An automatic evaluation method for service network service experience quality, characterized in that:
    获取业务网络服务的至少一个响应阶段的响应时延;Obtaining a response delay of at least one response phase of the service network service;
    根据每个响应阶段的响应时延,获取每个响应阶段的体验质量值及加权值,所述加权值为根据所述每个响应阶段的响应时延对每个响应阶段的体验质量值的影响程度所分配的权值;Obtaining an experience quality value and a weighting value for each response phase according to a response delay of each response phase, the weighting value being an effect on the quality of experience value of each response phase according to the response delay of each response phase The weight assigned by the degree;
    根据每个响应阶段的加权值,获取每个响应阶段的体验质量值的加权和,作为所述业务网络服务的体验质量值。A weighted sum of the quality of experience values for each response phase is obtained as the quality of experience value of the service network service according to the weighting value of each response phase.
  9. 一种业务网络服务体验质量自动评价系统,其特征在于,包括:An automatic evaluation system for service network service experience quality, characterized in that:
    时延提取单元,用于获取业务网络服务的至少一个响应阶段的响应时延;a delay extraction unit, configured to acquire a response delay of at least one response phase of the service network service;
    选择单元,用于根据每个响应阶段的响应时延,从每个响应阶段的至少一个体验质量评价函数中选择每个响应阶段的体验质量评价函数或评价函数的相关参数;a selecting unit, configured to select, according to a response delay of each response stage, an experience quality evaluation function or a correlation parameter of the evaluation function of each response stage from at least one experience quality evaluation function of each response stage;
    质量评价单元,用于根据每个响应时延、以及上一个响应阶段的体验质量值,通过所选择的体验质量评价函数,获得每个响应阶段的体验质量值; a quality evaluation unit, configured to obtain an experience quality value of each response stage by using the selected experience quality evaluation function according to each response delay and the quality of experience value of the previous response stage;
    所述质量评价单元还用于:将上一个响应阶段的体验质量值作为当前响应阶段的初始体验质量值,重复上述每个响应阶段的体验质量值的获得,直至获得最后一个响应阶段的体验质量值,作为所述业务网络服务的体验质量值。The quality evaluation unit is further configured to: use the quality of experience value of the previous response phase as the initial quality of experience value of the current response phase, and repeat the obtaining of the quality of experience value of each of the response phases until the quality of the experience of the last response phase is obtained. Value, as the quality of experience value of the service network service.
  10. 如权利要求9所述的系统,其特征在于,第一个响应阶段的初始体验质量值采用系统预先配置的初始值。The system of claim 9 wherein the initial quality of experience value for the first response phase is an initial value of the system pre-configured.
  11. 如权利要求9或10所述的系统,其特征在于,所述每个响应阶段的至少一个体验质量评价函数包括:The system of claim 9 or 10, wherein the at least one quality of experience evaluation function for each of the response phases comprises:
    Figure PCTCN2015093781-appb-100003
    Figure PCTCN2015093781-appb-100003
    其中,fi(t)为第i个响应阶段的体验质量值,T1 i、T2 i、T3 i为第i个响应阶段内的三个时间阈值参数,用于评价函数和参数的选择,currentScore为上一个响应阶段的体验质量值fi-1(t)。Where f i (t) is the quality of experience value of the i-th response phase, and T 1 i , T 2 i , T 3 i are three time threshold parameters in the i-th response phase for evaluating functions and parameters Select, currentScore is the quality of experience value f i-1 (t) of the previous response phase.
  12. 如权利要求11所述的系统,其特征在于,所述fi(t)具体为:The system of claim 11 wherein said f i (t) is:
    Figure PCTCN2015093781-appb-100004
    Figure PCTCN2015093781-appb-100004
    其中,a1、b1、c1、a2、b2、c2、d为同一响应阶段内的体验质量评价的相关参数,不同响应阶段的体验质量评价参数不同或相同。Wherein, a 1 , b 1 , c 1 , a 2 , b 2 , c 2 , and d are related parameters of the experience quality evaluation in the same response phase, and the experience quality evaluation parameters in different response phases are different or the same.
  13. 如权利要求9-12任意一项所述的系统,其特征在于,所述时延提取单元包括:The system according to any one of claims 9 to 12, wherein the delay extraction unit comprises:
    第一记录单元,用于当客户端检测到URL的提交请求时,记录系统时间 t1a first recording unit, configured to record a system time t 1 when the client detects the submit request of the URL;
    所述第一记录单元还用于当所述客户端检测到加载标题结束时,记录系统时间t2The first recording unit is further configured to record the system time t 2 when the client detects that the loading title ends;
    所述第一记录单元还用于当所述客户端检测到加载文字结束时,记录系统时间t3The first recording unit is further configured to record the system time t 3 when the client detects that the loading of the text ends;
    所述第一记录单元还用于当所述客户端检测到加载页面内首个可显示内容结束时,记录系统时间t4The first recording unit is further configured to record the system time t 4 when the client detects that the first displayable content in the loading page ends;
    所述第一记录单元还用于当所述客户端检测到加载其余可显示内容结束时,记录系统时间t5The first recording unit is further configured to record the system time t 5 when the client detects that the remaining displayable content is loaded.
    第一获取单元,用于获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4a first obtaining unit, configured to obtain a response delay of each response phase, where the response delay of each response phase is D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
  14. 如权利要求9-12任意一项所述的系统,其特征在于,所述时延提取单元包括:The system according to any one of claims 9 to 12, wherein the delay extraction unit comprises:
    第二记录单元,用于当在接入网或核心网的任意网络节点检测到URL的HTTP GET请求时,记录系统时间t1a second recording unit, configured to record a system time t 1 when an HTTP GET request for a URL is detected by any network node of the access network or the core network;
    所述第二记录单元还用于当所述网络节点检测到所述URL的HTTP GET的第一个响应报文后,记录系统时间t2The second recording unit is further configured to record the system time t 2 after the network node detects the first response message of the HTTP GET of the URL;
    所述第二记录单元还用于当所述网络节点检测到第二个HTTP GET的请求后,记录系统时间t3The second recording unit is further configured to record the system time t 3 after the network node detects the second HTTP GET request;
    所述第二记录单元还用于当所述网络节点检测到第一个图片HTTP GET请求的最后一个响应报文后,记录系统时间t4The second recording unit is further configured to record the system time t 4 after the network node detects the last response message of the first picture HTTP GET request;
    所述第二记录单元还用于当所述网络节点检测到整个网页传输完毕后,记录系统时间t5The second recording unit is further configured to record the system time t 5 after the network node detects that the entire webpage is completely transmitted;
    第二获取单元,用于获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4a second obtaining unit, configured to obtain a response delay of each response phase, where the response delay of each response phase is D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
  15. 如权利要求9-12任意一项所述的系统,其特征在于,所述时延提取单元包括:The system according to any one of claims 9 to 12, wherein the delay extraction unit comprises:
    第三记录单元,用于当业务服务器接收到第一个HTTP GET请求后,记 录系统时间t1a third recording unit, configured to record the system time t 1 after the service server receives the first HTTP GET request;
    所述第三记录单元还用于当所述业务服务器发送完主文件中包含标题部分的响应后,记录系统时间t2The third recording unit is further configured to record the system time t 2 after the service server sends the response including the header portion in the main file;
    所述第三记录单元还用于当所述业务服务器接收到下一个HTTP GET请求后,记录系统时间t3The third recording unit is further configured to record the system time t 3 after the service server receives the next HTTP GET request;
    所述第三记录单元还用于当所述业务服务器对第一个可显示对象发送结束后,记录系统时间t4The third recording unit is further configured to record the system time t 4 after the service server ends the sending of the first displayable object;
    所述第三记录单元还用于当所述业务服务器全部响应结束时,记录系统时间t5The third recording unit is further configured to record the system time t 5 when the service server ends all responses;
    第三获取单元,用于获取各个响应阶段的响应时延,所述各个响应阶段的响应时延依次为D1=t2-t1,D2=t3-t2,D3=t4-t3,D4=t5-t4a third obtaining unit, configured to obtain a response delay of each response phase, where the response delay of each response phase is D 1 =t 2 -t 1 , D 2 =t 3 -t 2 , D 3 =t 4 -t 3 , D4=t 5 -t 4 .
  16. 一种业务网络服务体验质量自动评价系统,其特征在于,包括:An automatic evaluation system for service network service experience quality, characterized in that:
    时延提取单元,用于获取业务网络服务的至少一个响应阶段的响应时延;a delay extraction unit, configured to acquire a response delay of at least one response phase of the service network service;
    获取单元,用于根据每个响应阶段的响应时延,获取每个响应阶段的体验质量值及加权值,所述加权值为根据所述每个响应阶段的响应时延对每个响应阶段的体验质量值的影响程度所分配的权值;An obtaining unit, configured to obtain an experience quality value and a weighting value of each response phase according to a response delay of each response phase, where the weighting value is according to a response delay of each response phase to each response phase The weight assigned to the degree of impact of the quality value;
    质量评价单元,用于根据每个响应阶段的加权值,获取每个响应阶段的体验质量值的加权和,作为所述业务网络服务的体验质量值。 The quality evaluation unit is configured to obtain, according to the weighting value of each response phase, a weighted sum of the quality of experience values of each response phase as the quality of experience value of the service network service.
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